PLCY715 Final Project: Team DarkOliveGreen3
Eli Gullett, Morgan Harron, Sloan Edemann, Victoria Neff
2022-04-18
##Welcome to Our Project
This PLCY 715 final project analyzes the relationship between negative health outcomes and living in proximity to Brownfields, which are defined by the Environmental Protection Agency as any property where development becomes complicated by the presence or potential presences of “a hazardous substance, pollutant, or contaminant”.
Our research will also investigate the role “social determinants of health” play in this relationship. These social determinants refer to those of lower socioeconomic status or otherwise marginalized communities. In particular, we look to find disproportionate levels of proximity to Brownfields as well as disproportionate negative health outcomes based on race, age, educational attainment, and income level.
#RMD Set Up
Install Library & Import Datasets
Reading in our joined + cleaned dataset:
full.join <- read.csv("C:/Users/gulle/OneDrive/Documents/GitHub/final-team-projects-darkolivegreen3/clean_full_data.csv")
full.join## county.x target_pop num_tested per_tested num_high_lead per_high_lead_h
## 1 ALAMANCE 3,897 1,951 50.1 36 0.02
## 2 ALEXANDER 721 516 71.6 3 0.60
## 3 ALLEGHANY 193 75 38.9 1 1.30
## 4 ANSON 519 204 39.3 5 2.50
## 5 ASHE 415 259 62.4 0 0.00
## 6 AVERY 272 176 64.7 3 1.70
## 7 BEAUFORT 886 675 76.2 5 0.70
## 8 BERTIE 350 266 76.0 3 1.10
## 9 BLADEN 696 472 67.8 6 1.30
## 10 BRUNSWICK 1,994 1,191 59.7 3 0.30
## 11 BUNCOMBE 4,874 2,951 60.5 19 0.60
## 12 BURKE 1,790 1,359 75.9 16 1.20
## 13 CABARRUS 5,102 2,546 49.9 21 0.80
## 14 CALDWELL 1,560 1,069 68.5 10 0.90
## 15 CAMDEN 187 106 56.7 1 0.90
## 16 CARTERET 1,068 691 64.7 7 1.00
## 17 CASWELL 422 268 63.5 4 1.50
## 18 CATAWBA 3,345 2,180 65.2 12 0.60
## 19 CHATHAM 1,313 650 49.5 3 0.50
## 20 CHEROKEE 479 292 61.0 1 0.30
## 21 CHOWAN 277 177 63.9 1 0.60
## 22 CLAY 172 96 55.8 0 0.00
## 23 CLEVELAND 2,227 1,647 74.0 14 0.90
## 24 COLUMBUS 1,144 778 68.0 10 1.30
## 25 CRAVEN 2,723 2,087 76.6 16 0.80
## 26 CUMBERLAND 10,908 3,248 29.8 47 1.40
## 27 CURRITUCK 520 165 31.7 1 0.60
## 28 DARE 662 307 46.4 1 0.30
## 29 DAVIDSON 3,513 2,634 75.0 32 1.20
## 30 DAVIE 767 516 67.3 7 1.40
## 31 DUPLIN 1,360 1,001 73.6 5 0.50
## 32 DURHAM 8,333 4,558 54.7 23 0.50
## 33 EDGECOMBE 1,224 852 69.6 8 0.90
## 34 FORSYTH 8,702 5,519 63.4 62 1.10
## 35 FRANKLIN 1,416 856 60.5 4 0.50
## 36 GASTON 5,114 2,071 40.5 15 0.70
## 37 GATES 194 102 52.6 1 1.00
## 38 GRAHAM 156 85 54.5 0 0.00
## 39 GRANVILLE 1,189 694 58.4 1 0.10
## 40 GREENE 411 308 74.9 3 1.00
## 41 GUILFORD 12,333 8,773 71.1 74 0.80
## 42 HALIFAX 1,130 866 76.6 17 2.00
## 43 HARNETT 3,731 1,833 49.1 26 1.40
## 44 HAYWOOD 1,158 780 67.4 4 0.50
## 45 HENDERSON 2,133 1,231 57.7 13 1.10
## 46 HERTFORD 460 341 74.1 6 1.80
## 47 HOKE 1,726 835 48.4 8 1.00
## 48 HYDE 69 45 65.2 1 2.20
## 49 IREDELL 3,748 2,039 54.4 14 0.70
## 50 JACKSON 738 492 66.7 3 0.60
## 51 JOHNSTON 4,617 2,469 53.5 11 0.40
## 52 JONES 194 137 70.6 0 0.00
## 53 LEE 1,551 1,050 67.7 12 1.10
## 54 LENOIR 1,240 992 80.0 17 1.70
## 55 LINCOLN 1,662 644 38.7 6 0.90
## 56 MACON 661 405 61.3 5 1.20
## 57 MADISON 398 260 65.3 3 1.20
## 58 MARTIN 495 396 80.0 5 1.30
## 59 MCDOWELL 875 570 65.1 7 1.20
## 60 MECKLENBURG 29,397 9,800 33.3 72 0.70
## 61 MITCHELL 284 86 30.3 0 0.00
## 62 MONTGOMERY 548 484 88.3 10 2.10
## 63 MOORE 2,277 1,747 76.7 13 0.70
## 64 NASH 2,156 1,651 76.6 25 1.50
## 65 NEW HANOVER 4,412 3,026 68.6 34 1.10
## 66 NORTHAMPTON 371 257 69.3 3 1.20
## 67 ONSLOW 7,983 4,811 60.3 42 0.90
## 68 ORANGE 2,313 1,169 50.5 6 0.50
## 69 PAMLICO 163 162 99.4 1 0.60
## 70 PASQUOTANK 946 742 78.4 10 1.30
## 71 PENDER 1,281 877 68.5 4 0.50
## 72 PERQUIMANS 245 177 72.2 3 1.70
## 73 PERSON 843 340 40.3 7 2.10
## 74 PITT 4,136 2,587 62.5 12 0.50
## 75 POLK 310 132 42.6 1 0.80
## 76 RANDOLPH 3,096 2,208 71.3 24 1.10
## 77 RICHMOND 1,129 893 79.1 18 2.00
## 78 ROBESON 3,481 2,514 72.2 20 0.80
## 79 ROCKINGHAM 1,773 1,058 59.7 17 1.60
## 80 ROWAN 3,181 2,035 64.0 24 1.20
## 81 RUTHERFORD 1,343 432 32.2 2 0.50
## 82 SAMPSON 1,665 1,352 81.2 14 1.00
## 83 SCOTLAND 898 671 74.7 10 1.50
## 84 STANLY 1,408 1,098 78.0 16 1.50
## 85 STOKES 800 478 59.8 7 1.50
## 86 SURRY 1,495 801 53.6 20 2.50
## 87 SWAIN 293 198 67.6 3 1.50
## 88 TRANSYLVANIA 530 365 68.9 3 0.80
## 89 TYRRELL 72 38 52.8 2 5.30
## 90 UNION 4,837 1,648 34.1 10 0.60
## 91 VANCE 1,146 606 52.9 4 0.70
## 92 WAKE 25,263 12,820 50.7 98 0.80
## 93 WARREN 335 229 68.4 4 1.70
## 94 WASHINGTON 263 161 61.2 1 0.60
## 95 WATAUGA 752 581 77.3 6 1.00
## 96 WAYNE 3,249 2,082 64.1 12 0.60
## 97 WILKES 1,345 941 70.0 7 0.70
## 98 WILSON 1,915 1,488 77.7 21 1.40
## 99 YADKIN 755 424 56.2 4 0.90
## 100 YANCEY 353 171 48.4 2 1.20
## num_tested_older five_nine very_high_lead_num fips county.y
## 1 2,120 10 1 37001 Alamance
## 2 569 NA NA 37003 Alexander
## 3 94 1 NA 37005 Alleghany\t
## 4 282 NA NA 37007 Anson
## 5 306 NA NA 37009 Ashe
## 6 190 1 NA 37011 Avery
## 7 741 NA 1 37013 Beaufort\t
## 8 314 NA 2 37015 Bertie
## 9 516 NA 1 37017 Bladen
## 10 1,345 NA NA 37019 Brunswick
## 11 3,359 1 2 37021 Buncombe
## 12 1,453 4 1 37023 Burke
## 13 2,820 7 4 37025 Cabarrus
## 14 1,208 5 NA 37027 Caldwell
## 15 110 NA NA 37029 Camden
## 16 732 1 1 37031 Carteret
## 17 311 NA NA 37033 Caswell
## 18 2,382 5 3 37035 Catawba
## 19 732 NA NA 37037 Chatham
## 20 324 1 NA 37039 Cherokee
## 21 190 NA 1 37041 Chowan
## 22 109 NA NA 37043 Clay
## 23 2,007 9 1 37045 Cleveland
## 24 950 3 NA 37047 Columbus
## 25 2,335 6 1 37049 Craven
## 26 3,640 8 2 37051 Cumberland
## 27 177 NA NA 37053 Currituck
## 28 319 1 NA 37055 Dare
## 29 2,753 5 1 37057 Davidson
## 30 544 4 1 37059 Davie
## 31 1,331 3 2 37061 Duplin
## 32 5,104 10 3 37063 Durham
## 33 1,004 NA 1 37065 Edgecombe
## 34 5,922 18 11 37067 Forsyth
## 35 951 3 1 37069 Franklin
## 36 2,314 2 NA 37071 Gaston
## 37 115 1 NA 37073 Gates
## 38 96 NA NA 37075 Graham
## 39 773 NA NA 37077 Granville
## 40 364 2 NA 37079 Greene
## 41 9,349 19 4 37081 Guilford
## 42 907 3 2 37083 Halifax
## 43 2,204 7 3 37085 Harnett\t
## 44 821 NA 1 37087 Haywood
## 45 1,428 7 1 37089 Henderson
## 46 359 2 NA 37091 Hertford
## 47 931 2 2 37093 Hoke
## 48 55 NA NA 37095 Hyde
## 49 2,225 5 2 37097 Iredell
## 50 543 NA 1 37099 Jackson
## 51 2,781 3 1 37101 Johnston
## 52 151 NA NA 37103 Jones
## 53 1,189 3 1 37105 Lee
## 54 1,254 7 6 37107 Lenoir
## 55 774 1 NA 37109 Lincoln
## 56 465 1 NA 37111 McDowell
## 57 287 2 NA 37113 Macon
## 58 594 2 NA 37115 Madison
## 59 626 2 1 37117 Martin
## 60 11,419 20 10 37119 Mecklenburg
## 61 114 NA NA 37121 Mitchell
## 62 521 8 NA 37123 Montgomery
## 63 1,914 4 1 37125 Moore
## 64 1,892 9 2 37127 Nash
## 65 3,429 15 8 37129 New Hanover
## 66 277 1 NA 37131 Northampton
## 67 5,526 7 5 37133 Onslow
## 68 1,283 1 1 37135 Orange
## 69 178 1 NA 37137 Pamlico
## 70 800 4 2 37139 Pasquotank
## 71 999 3 1 37141 Pender
## 72 196 1 NA 37143 Perquimans
## 73 428 1 NA 37145 Person
## 74 2,814 2 NA 37147 Pitt
## 75 185 2 NA 37149 Polk
## 76 2,429 4 6 37151 Randolph
## 77 1,000 3 1 37153 Richmond
## 78 2,813 5 3 37155 Robeson
## 79 1,166 5 NA 37157 Rockingham
## 80 2,236 3 1 37159 Rowan
## 81 659 NA NA 37161 Rutherford
## 82 1,615 9 1 37163 Sampson
## 83 736 NA 1 37165 Scotland
## 84 1,183 9 1 37167 Stanly
## 85 507 4 NA 37169 Stokes
## 86 887 5 NA 37171 Surry
## 87 223 NA 1 37173 Swain\t
## 88 402 NA NA 37175 Transylvania\t
## 89 46 NA 1 37177 Tyrell
## 90 2,209 3 4 37179 Union
## 91 714 NA 1 37181 Vance
## 92 13,995 34 17 37183 Wake
## 93 260 2 2 37185 Warren
## 94 218 3 NA 37187 Washington
## 95 641 2 NA 37189 Watauga
## 96 2,475 8 1 37191 Wayne
## 97 977 4 1 37193 Wilkes
## 98 1,560 8 8 37195 Wilson
## 99 470 3 NA 37197 Yadkin
## 100 205 NA NA 37199 Yancey
## bf_acreage objectid id acstotpop acsipovbas acseducbas acstothh
## 1 347.220 143210.0 370010210849 1421.0265 1381.9292 956.0265 566.8938
## 2 0.000 143278.5 370030404211 1546.6250 1489.5000 1113.5833 571.7500
## 3 0.000 143296.0 370059501911 997.5455 986.3636 749.3636 431.4545
## 4 20.120 143311.0 370079203792 1331.8947 1235.2105 952.2105 500.8421
## 5 0.000 143331.5 370099705093 1217.5455 1202.3182 919.6364 536.5909
## 6 5.710 143350.5 370119302633 1093.8125 889.4375 820.2500 411.6875
## 7 191.180 143376.0 370139305119 1349.8000 1334.8857 963.2000 552.1429
## 8 NA 143403.5 370159602653 982.2000 916.1000 726.7500 398.8000
## 9 NA 143429.0 370179503874 1089.6129 1073.8710 779.0000 450.5806
## 10 268.390 143489.5 370190311557 1409.5556 1397.6333 1101.2000 602.5111
## 11 756.890 143611.5 370210021244 1652.4286 1610.6039 1208.5195 695.4091
## 12 209.040 143717.5 370230207959 1546.7586 1500.0000 1108.1724 597.7931
## 13 172.830 143793.5 370250416577 2143.0638 2123.5319 1415.4787 769.1383
## 14 112.610 143871.5 370270307780 1319.0161 1299.3710 947.6774 525.7097
## 15 NA 143905.5 370299501018 1741.1667 1741.1667 1209.8333 639.3333
## 16 18.843 143944.5 370319712691 957.2222 938.3194 721.5972 412.3611
## 17 NA 143989.5 370339303502 1263.6667 1212.7778 926.2222 506.1111
## 18 171.218 144046.0 370350109627 1649.7789 1620.6842 1138.6105 643.1474
## 19 516.627 144111.0 370370204075 1994.0286 1970.6571 1458.8857 815.0571
## 20 0.000 144139.0 370399303768 1317.5238 1299.6667 1011.0000 566.4286
## 21 90.980 144156.5 370419301439 1014.6429 991.0714 750.3571 427.4286
## 22 NA 144167.0 370439501431 1544.7143 1540.7143 1185.4286 723.1429
## 23 187.670 144209.0 370459508295 1261.8052 1237.1688 863.0909 478.9870
## 24 NA 144271.0 370479307747 1197.7234 1131.8723 837.7872 474.5957
## 25 92.500 144326.5 370499606981 1610.6562 1527.4375 1054.0000 638.6094
## 26 258.110 144456.0 370510124581 1703.1077 1622.6923 1050.3641 638.0410
## 27 5.200 144561.0 370531689347 1719.7333 1707.4667 1218.5333 676.5333
## 28 NA 144584.5 370559716072 1116.9062 1110.5312 832.8125 482.5312
## 29 37.950 144654.5 370570611163 1524.6667 1501.8148 1066.8796 606.2130
## 30 17.900 144721.0 370590803882 1679.6400 1666.8400 1196.3200 639.9600
## 31 140.220 144750.5 370610904745 1737.1176 1717.1176 1174.5882 640.6176
## 32 602.340 144844.0 370630079165 2002.9869 1914.5490 1369.0000 806.8235
## 33 47.680 144944.0 370650208556 1134.7234 1117.7872 778.2979 454.7021
## 34 1176.624 145089.0 370670028099 1529.1070 1486.3169 1022.5185 603.6420
## 35 28.750 145225.5 370690604511 2163.4000 2109.0667 1493.8000 824.9667
## 36 435.010 145327.0 370710318228 1251.9364 1234.0000 862.4740 471.0636
## 37 NA 145418.5 370739701902 1156.3000 1149.0000 834.5000 447.7000
## 38 37.470 145427.5 370759202252 1069.6250 1053.0000 755.2500 411.0000
## 39 32.980 145447.5 370779704545 1839.8125 1752.8438 1293.0625 657.1875
## 40 NA 145470.0 370799501855 1616.0000 1433.4615 1149.3846 558.3846
## 41 647.893 145622.5 370810172130 1793.0890 1734.3836 1194.0342 694.2842
## 42 357.970 145794.0 370839306181 1014.4510 986.4902 713.5490 414.0392
## 43 56.210 145850.0 370850708508 2137.0656 2078.4098 1372.9672 739.1148
## 44 40.430 145904.5 370879219090 1259.0208 1242.8333 941.1458 548.6667
## 45 293.983 145964.5 370899317175 1578.1250 1558.7500 1169.4306 670.5694
## 46 NA 146010.0 370919502535 1271.2105 1154.3158 880.5789 468.3684
## 47 NA 146032.0 370939706096 2129.5600 2062.1600 1364.0000 708.8800
## 48 NA 146047.5 370959434502 898.8333 793.5000 642.6667 294.8333
## 49 128.300 146106.5 370970610202 1540.4018 1524.8839 1053.8482 582.5536
## 50 NA 146175.5 370999493464 1625.2308 1478.5385 1037.6538 640.0769
## 51 75.030 146230.5 371010408370 2275.8571 2252.4405 1505.4167 799.4524
## 52 NA 146276.0 371039202145 1385.0000 1379.2857 1038.7143 591.0000
## 53 60.830 146298.0 371050304233 1625.0000 1598.8378 1087.7027 587.6757
## 54 56.240 146340.0 371070108067 1217.5957 1190.5957 847.1277 491.9362
## 55 95.876 146388.5 371090706750 1628.8200 1612.0200 1157.9400 640.4400
## 56 15.290 146429.0 371119705425 1455.1290 1420.5484 1051.3226 579.3871
## 57 2.050 146458.5 371139704221 1228.9286 1219.2857 924.0000 560.6786
## 58 31.570 146480.5 371150104565 1337.8125 1271.0625 953.5000 528.2500
## 59 147.500 146499.0 371179703478 1097.8095 1088.7619 788.9524 451.0000
## 60 9324.310 146787.0 371190095454 1899.6649 1872.1045 1269.1874 727.1099
## 61 NA 147071.5 371219502502 1074.2857 1043.8571 795.4286 454.3571
## 62 3.550 147089.5 371239602824 1242.6364 1193.0909 863.3182 473.2273
## 63 59.430 147129.0 371259506046 1677.7018 1657.1228 1212.9123 683.5965
## 64 382.280 147190.0 371270107872 1446.2000 1415.4923 994.6615 564.9231
## 65 1594.160 147282.5 371290277119 1868.5917 1811.1083 1272.2250 780.3000
## 66 7.100 147353.5 371319202461 917.5455 876.8182 683.1364 392.1818
## 67 NA 147412.5 371330115437 2019.9167 1806.2708 1074.7917 667.3438
## 68 137.170 147498.0 371350112661 1905.8400 1757.1867 1185.9067 700.3867
## 69 NA 147542.0 371379532247 980.1538 923.6154 764.9231 411.6923
## 70 NA 147561.5 371399604432 1518.4231 1424.8077 1031.3077 568.4615
## 71 407.250 147590.5 371419224926 1844.3750 1804.7500 1299.9375 680.1875
## 72 NA 147612.5 371439201510 1121.5833 1107.8333 842.8333 493.2500
## 73 25.690 147631.5 371459203659 1511.7308 1489.3077 1074.0000 605.5385
## 74 82.480 147692.5 371470010013 1847.6250 1776.1458 1113.4271 720.5104
## 75 50.980 147746.5 371499201939 1704.8333 1679.0833 1316.9167 753.9167
## 76 106.270 147795.5 371510309193 1662.3023 1641.6395 1146.8605 651.6395
## 77 10.000 147859.0 371539706076 1102.1707 1064.3415 745.6098 452.3415
## 78 605.140 147923.5 371559610364 1516.3864 1475.2386 973.3864 522.3750
## 79 NA 148002.0 371570408473 1322.7536 1301.7246 948.7536 539.1449
## 80 734.120 148083.5 371590511557 1485.1596 1440.2979 1019.7447 556.3936
## 81 166.200 148156.5 371619606697 1279.4615 1255.8846 912.0000 506.6346
## 82 36.910 148205.0 371639705205 1412.4667 1392.7556 944.8222 523.0444
## 83 1183.260 148241.0 371650103414 1306.0000 1208.3333 876.8148 485.6667
## 84 18.930 148277.5 371679307617 1328.5652 1286.3261 927.2826 515.5870
## 85 6.240 148316.0 371690704139 1480.8065 1462.8710 1083.9355 622.6452
## 86 166.710 148361.0 371719306591 1222.0169 1204.6780 858.9322 491.2712
## 87 20.500 148396.5 371739568841 1187.8333 1171.7500 821.4167 453.5833
## 88 1293.630 148415.0 371759603526 1340.5200 1298.7600 1014.6000 564.9200
## 89 NA 148430.0 371779601002 823.8000 685.0000 660.8000 326.2000
## 90 259.295 148484.0 371790205833 2200.9126 2173.0485 1398.4078 729.7573
## 91 38.940 148552.0 371819605639 1347.9394 1324.2424 907.1212 510.7273
## 92 1346.050 148796.0 371830572273 2300.1275 2251.0352 1527.2132 858.2374
## 93 NA 149031.0 371859502142 1335.5333 1271.8667 961.1333 518.6667
## 94 24.000 149046.0 371879501670 810.4000 797.0000 559.0667 338.2000
## 95 38.880 149069.0 371899205460 1745.7097 1560.2903 999.4839 656.6129
## 96 94.460 149122.0 371910008519 1653.3600 1608.5867 1094.7333 642.0400
## 97 28.350 149186.0 371939606553 1291.6981 1271.4906 925.7925 535.0000
## 98 48.380 149240.0 371950008696 1478.8364 1450.4364 1004.5818 584.1455
## 99 NA 149281.5 371970503224 1345.1786 1332.5000 951.1786 551.7143
## 100 79.670 149302.0 371999602314 1359.0000 1346.8462 1009.1538 569.3846
## acstothu minorpop minorpct lowincome lowincpct lesshs lesshspct
## 1 617.2478 503.21239 0.36638784 549.8673 0.4174402 138.30973 0.16106337
## 2 683.2917 203.08333 0.13480558 582.7917 0.3879962 205.16667 0.19521105
## 3 741.8182 129.54545 0.12637604 481.3636 0.4884076 175.09091 0.23365562
## 4 610.2105 737.78947 0.55959010 581.5263 0.4721476 185.36842 0.19164984
## 5 802.2273 90.27273 0.07734615 455.0455 0.3879327 144.86364 0.16137970
## 6 885.3750 137.68750 0.09512622 402.4375 0.4580288 145.31250 0.15824990
## 7 740.8571 461.40000 0.38511595 572.0000 0.4676535 119.65714 0.13187570
## 8 492.0500 645.45000 0.59923326 458.7500 0.4699756 154.75000 0.18105236
## 9 576.6774 493.93548 0.45789805 556.0645 0.5282522 154.77419 0.19129775
## 10 966.3111 257.18889 0.14800353 435.1333 0.2979744 105.81111 0.09390192
## 11 789.5519 270.78571 0.16561525 542.2013 0.3552642 109.04545 0.09264570
## 12 708.4828 283.50000 0.16181111 630.1552 0.4088125 211.34483 0.19905904
## 13 830.7766 710.84043 0.33755975 597.0532 0.3273445 141.51064 0.12475242
## 14 612.0968 163.98387 0.13623437 536.4839 0.4369692 192.14516 0.20592006
## 15 704.6667 341.16667 0.16031274 497.8333 0.2440306 173.66667 0.12930086
## 16 693.2083 130.50000 0.12501450 283.9583 0.2754435 63.93056 0.08136868
## 17 598.7778 490.72222 0.38997361 467.7222 0.3974021 190.22222 0.20542034
## 18 723.0842 398.57895 0.23764023 584.0211 0.3637524 168.67368 0.15466219
## 19 901.5714 567.68571 0.26847936 578.9429 0.3080175 172.17143 0.13077810
## 20 862.0952 115.09524 0.07971821 534.5714 0.4130994 138.66667 0.14873041
## 21 521.5000 407.85714 0.32891504 431.2143 0.3595807 120.14286 0.13844495
## 22 1044.1429 97.14286 0.05476915 673.8571 0.4301222 136.85714 0.12365401
## 23 565.9610 340.15584 0.28879995 562.4156 0.4598837 138.31169 0.16966641
## 24 558.5106 487.14894 0.39639378 544.1489 0.4751125 154.51064 0.17251402
## 25 732.9844 548.75000 0.37025334 535.5312 0.3790846 124.32812 0.13466670
## 26 747.8923 953.65128 0.56149506 676.5846 0.4321061 97.44103 0.10091263
## 27 1037.1333 220.26667 0.10272042 473.8667 0.2669347 132.00000 0.09136921
## 28 1078.5938 138.96875 0.08847438 323.4688 0.2152911 56.03125 0.05064283
## 29 688.0648 297.37037 0.21677356 574.2407 0.4134189 176.68519 0.18121879
## 30 743.2800 257.16000 0.15259076 505.0400 0.2957047 159.16000 0.13818610
## 31 761.0588 838.00000 0.47423996 911.8824 0.5152684 303.44118 0.25129382
## 32 872.0850 1157.01307 0.55135742 634.9935 0.3464626 158.88889 0.13382685
## 33 530.7447 722.08511 0.65018190 569.2553 0.5205601 158.25532 0.20412254
## 34 672.3539 657.32099 0.43480323 554.8148 0.3857062 114.95885 0.12358054
## 35 933.7333 788.60000 0.41599298 757.2000 0.3926509 237.13333 0.17316196
## 36 530.5145 337.69364 0.29255741 468.1503 0.4083612 131.69364 0.16806135
## 37 533.6000 427.50000 0.37502417 345.2000 0.3064562 114.50000 0.13856905
## 38 752.1250 141.12500 0.13159889 507.2500 0.5102192 143.87500 0.20654299
## 39 752.1562 769.37500 0.44902076 585.7812 0.3574983 203.81250 0.17857174
## 40 639.6923 857.30769 0.50874970 696.4615 0.4430114 297.69231 0.25728639
## 41 776.5171 880.81849 0.50324802 636.1678 0.4118908 129.90411 0.12543561
## 42 508.2157 623.52941 0.61896109 514.8431 0.5291127 160.84314 0.23226848
## 43 839.8361 816.90164 0.38726791 826.8197 0.4079665 187.45902 0.14666013
## 44 737.4583 89.58333 0.06974944 417.1250 0.3501710 112.14583 0.12502418
## 45 790.8194 264.83333 0.17175784 485.0972 0.3301508 118.69444 0.10951766
## 46 559.5789 846.05263 0.67658559 552.7368 0.4943198 183.00000 0.21197049
## 47 828.3600 1270.96000 0.59910684 894.6000 0.4519992 190.76000 0.15621910
## 48 541.5000 369.16667 0.26815016 344.1667 0.3094445 118.16667 0.12494005
## 49 650.3036 365.90179 0.24765476 452.4196 0.3213845 116.20536 0.12328063
## 50 1041.2692 309.76923 0.17013023 603.6923 0.4158219 120.80769 0.11329549
## 51 877.2024 722.50000 0.33985099 790.8690 0.4130195 206.82143 0.16867690
## 52 708.2857 522.00000 0.35035799 711.2857 0.5212350 191.00000 0.18566867
## 53 661.1622 681.72973 0.43721250 654.8378 0.4262892 180.08108 0.18384519
## 54 586.1702 615.59574 0.55905630 572.2128 0.5143607 165.95745 0.21593098
## 55 704.5400 243.36000 0.15357922 564.7800 0.3792087 167.14000 0.15292776
## 56 687.0000 182.16129 0.13220938 604.5806 0.4300900 170.41935 0.16820049
## 57 912.7500 131.57143 0.10542701 453.8929 0.3840277 104.92857 0.11932434
## 58 680.7500 79.06250 0.05580211 489.9375 0.3966755 139.31250 0.15180438
## 59 552.7619 526.23810 0.52007524 463.4286 0.4439387 131.76190 0.16717262
## 60 785.2162 1001.04685 0.50884357 553.1171 0.3028222 125.91171 0.10285855
## 61 629.4286 81.64286 0.07417470 367.3571 0.3517350 122.92857 0.17358753
## 62 737.9545 456.45455 0.35259915 526.7727 0.4545660 178.77273 0.20578410
## 63 818.2105 382.59649 0.24504187 482.3333 0.3225237 116.36842 0.11253872
## 64 659.6308 717.64615 0.51998861 506.5538 0.3901742 145.21538 0.16136440
## 65 910.3667 428.13333 0.23430134 627.8333 0.3617816 89.73333 0.07403077
## 66 530.4545 562.77273 0.58645946 420.3182 0.4662727 140.36364 0.19343314
## 67 817.7188 678.06250 0.33634818 716.0208 0.3990539 94.21875 0.09443355
## 68 766.6933 584.18667 0.30402591 507.9200 0.3056277 86.37333 0.07371168
## 69 593.9231 252.61538 0.25052233 365.2308 0.3808610 91.69231 0.11334706
## 70 658.0000 685.80769 0.46773913 537.5769 0.4061748 139.42308 0.14148143
## 71 893.7812 465.06250 0.24093321 569.4688 0.3090140 162.15625 0.12100185
## 72 594.6667 312.91667 0.24381010 423.6667 0.3265051 113.41667 0.11926838
## 73 708.7692 508.34615 0.35292864 557.1154 0.3897150 146.65385 0.15027934
## 74 818.3646 837.21875 0.45184130 775.5521 0.4590553 117.94792 0.11242899
## 75 972.8333 242.91667 0.13838409 547.0000 0.3180246 119.41667 0.08926729
## 76 722.6395 343.16279 0.20997913 655.4651 0.4104823 213.19767 0.19328012
## 77 521.4634 470.43902 0.41900496 522.1220 0.5046213 147.19512 0.19642232
## 78 603.0114 1129.88636 0.73012599 808.3068 0.5562222 223.26136 0.23339339
## 79 637.3478 363.60870 0.26714038 528.5652 0.4101226 165.13043 0.17479987
## 80 652.4362 410.07447 0.28923702 552.0213 0.3882254 150.19149 0.15112388
## 81 659.1346 211.90385 0.17218671 530.8269 0.4278625 158.55769 0.17539240
## 82 613.5556 688.71111 0.50048924 668.5778 0.4881783 210.93333 0.21708758
## 83 566.4815 736.51852 0.57434103 626.5185 0.5494986 176.70370 0.19973572
## 84 600.8261 254.45652 0.20703864 472.6522 0.3902536 138.23913 0.15191692
## 85 715.6774 129.74194 0.09390145 493.3226 0.3482443 178.35484 0.17394059
## 86 576.7797 192.89831 0.15398007 512.8475 0.4217325 186.35593 0.21400064
## 87 745.9167 448.83333 0.29115646 559.7500 0.4205642 178.41667 0.20406917
## 88 782.4000 129.96000 0.08474291 501.1600 0.3971499 116.00000 0.11777856
## 89 445.8000 384.40000 0.38438057 352.2000 0.4084500 161.80000 0.20181076
## 90 773.2427 603.22330 0.27861942 518.3592 0.2668766 142.47573 0.11648696
## 91 609.6061 808.51515 0.66034214 661.1212 0.5370607 181.75758 0.21836497
## 92 926.2110 912.88132 0.37327769 527.2527 0.2515221 110.94725 0.07780403
## 93 796.5333 823.80000 0.57548578 581.4667 0.4378546 187.53333 0.18868625
## 94 430.5333 450.13333 0.49759896 385.0000 0.4404899 112.20000 0.18006760
## 95 1081.2903 141.67742 0.08092238 685.9032 0.4140439 104.61290 0.09945259
## 96 720.9867 764.82667 0.48479155 722.3067 0.4656346 174.01333 0.17173443
## 97 631.6981 160.75472 0.12670923 549.6226 0.4335968 198.52830 0.21727845
## 98 654.6364 780.90909 0.57064458 632.2545 0.4934099 197.81818 0.22799302
## 99 621.4643 209.21429 0.15066664 556.3214 0.4282694 180.42857 0.18439632
## 100 862.3846 100.53846 0.07497696 610.1538 0.4525804 159.69231 0.15618317
## under5 under5pct over64 over64pct pre1960 pre1960pct vuleopct
## 1 82.71681 0.05534797 232.8053 0.1771052 149.39823 0.26917124 0.3919140
## 2 75.91667 0.05013226 295.3750 0.1978350 98.83333 0.15204557 0.2614009
## 3 40.09091 0.04003484 254.7273 0.2567598 111.36364 0.14555685 0.3073918
## 4 62.94737 0.04794065 228.5789 0.1856193 162.52632 0.27776011 0.5158688
## 5 53.36364 0.04277098 292.1364 0.2449194 138.45455 0.18089747 0.2326394
## 6 40.18750 0.03719168 231.2500 0.2414349 132.43750 0.20044189 0.2765775
## 7 65.48571 0.04784239 308.8000 0.2338142 140.51429 0.21691664 0.4263847
## 8 42.20000 0.04088192 206.2500 0.2105177 114.80000 0.23759821 0.5346044
## 9 57.90323 0.05804781 217.8065 0.2077864 86.12903 0.16127426 0.4930751
## 10 58.94444 0.03692417 413.1333 0.3172753 32.61111 0.04079631 0.2229890
## 11 83.55844 0.05113294 313.5844 0.1882356 182.86364 0.25920849 0.2604397
## 12 73.68966 0.04662198 296.4828 0.2045420 157.81034 0.22869348 0.2853118
## 13 137.61702 0.06447769 273.9255 0.1423851 148.53191 0.24402483 0.3324521
## 14 66.72581 0.05082282 249.4516 0.1942544 141.27419 0.25445192 0.2866018
## 15 82.00000 0.03515260 297.0000 0.1499563 118.00000 0.15064087 0.2021717
## 16 41.16667 0.03641695 225.5139 0.2491433 88.25000 0.14579878 0.2002290
## 17 58.77778 0.04116708 255.0000 0.2043939 143.33333 0.22032932 0.3936879
## 18 93.47368 0.05579495 281.4632 0.1737724 132.84211 0.20538870 0.3006963
## 19 98.65714 0.04966536 465.8857 0.2216028 110.14286 0.14734296 0.2882484
## 20 53.76190 0.03644420 372.2381 0.2927199 98.76190 0.12519774 0.2464088
## 21 47.42857 0.03680705 237.2857 0.2037117 135.00000 0.20327347 0.3442479
## 22 57.28571 0.04092866 453.1429 0.2840903 128.42857 0.12577411 0.2424457
## 23 69.98701 0.05510341 226.2078 0.1892872 116.22078 0.21392041 0.3743418
## 24 59.97872 0.04705761 229.6170 0.2052754 116.02128 0.21920903 0.4357531
## 25 104.43750 0.06345879 289.7344 0.1856566 107.82812 0.19839682 0.3746689
## 26 130.36923 0.07146213 191.2821 0.1234708 75.18462 0.12772951 0.4968006
## 27 93.33333 0.04177162 266.4000 0.1572178 72.06667 0.07546156 0.1848275
## 28 52.40625 0.03357815 224.4062 0.1591291 87.46875 0.06585532 0.1518827
## 29 83.22222 0.05200953 267.2130 0.1801980 125.62963 0.20380424 0.3150962
## 30 79.24000 0.04207496 332.5200 0.2021550 133.28000 0.19491758 0.2241477
## 31 109.44118 0.06085651 300.8529 0.1803315 148.17647 0.19559573 0.4947542
## 32 134.18954 0.06250197 242.1961 0.1355834 142.73203 0.21464011 0.4489100
## 33 66.85106 0.05850100 208.2766 0.1971776 141.44681 0.28564615 0.5853710
## 34 93.57613 0.05999410 232.6420 0.1587560 138.97119 0.23743353 0.4102547
## 35 121.16667 0.05503708 347.2333 0.1769237 122.73333 0.14287362 0.4043219
## 36 74.67052 0.05784186 195.1272 0.1653679 118.75723 0.25656432 0.3504593
## 37 47.60000 0.03636652 221.3000 0.2040917 121.70000 0.24954233 0.3407402
## 38 44.62500 0.04369245 248.7500 0.2319127 98.62500 0.15145431 0.3209090
## 39 90.59375 0.04478424 297.4688 0.1792519 123.90625 0.22249930 0.4032595
## 40 82.15385 0.04960535 245.7692 0.1483293 117.38462 0.17642192 0.4758806
## 41 106.83562 0.06099475 259.3836 0.1476139 144.51712 0.25187886 0.4575694
## 42 53.37255 0.04872362 198.0980 0.2124153 141.98039 0.32554635 0.5740369
## 43 160.75410 0.06782200 252.6885 0.1390586 119.26230 0.16789414 0.3976172
## 44 59.64583 0.04432084 303.0833 0.2356631 170.29167 0.27994441 0.2099602
## 45 76.79167 0.04756194 395.8889 0.2535953 111.01389 0.14655408 0.2509543
## 46 58.42105 0.04714758 238.5263 0.1945493 124.47368 0.24906385 0.5854527
## 47 186.16000 0.07442228 192.7600 0.1116875 64.80000 0.10680578 0.5255530
## 48 46.66667 0.03172541 147.8333 0.1205571 72.33333 0.08205631 0.2887973
## 49 85.83036 0.05558499 234.3661 0.1568829 96.66964 0.17699338 0.2845196
## 50 75.00000 0.04741464 306.7692 0.2006694 121.57692 0.12965477 0.2929761
## 51 146.63095 0.06400544 289.3571 0.1462530 115.14286 0.17331659 0.3764352
## 52 61.85714 0.04480687 293.2857 0.2049262 154.00000 0.22027435 0.4357965
## 53 104.89189 0.06509165 256.7027 0.1586252 113.48649 0.19075968 0.4317508
## 54 69.74468 0.05918334 233.1064 0.1924665 163.97872 0.31277669 0.5367085
## 55 82.28000 0.05396395 275.2200 0.1702729 100.84000 0.17838677 0.2663940
## 56 63.61290 0.03928795 283.7097 0.2056833 145.67742 0.21931611 0.2811497
## 57 60.10714 0.04991263 344.7500 0.2819852 146.17857 0.17015179 0.2447273
## 58 59.75000 0.04371874 280.3750 0.2184594 153.93750 0.23739674 0.2262388
## 59 58.71429 0.05121487 239.5238 0.2352747 161.95238 0.29790155 0.4820070
## 60 128.72072 0.06522193 202.1928 0.1133439 85.37117 0.13903627 0.4058329
## 61 47.78571 0.03800812 257.7857 0.2524531 167.78571 0.28102585 0.2129549
## 62 68.77273 0.04861627 238.9545 0.2055715 155.72727 0.24909687 0.4035826
## 63 94.08772 0.05588676 398.2105 0.2316239 110.12281 0.16990685 0.2837828
## 64 81.32308 0.05293687 250.6769 0.1859334 125.01538 0.21611892 0.4550814
## 65 94.28333 0.04764066 311.8917 0.1643263 132.41667 0.19807151 0.2980415
## 66 42.09091 0.04624607 222.7727 0.2596166 140.77273 0.29890600 0.5263661
## 67 182.72917 0.08478579 174.9688 0.1040546 67.39583 0.11383226 0.3677010
## 68 87.90667 0.04260098 244.8533 0.1307914 98.25333 0.14245257 0.3048268
## 69 35.61538 0.03404130 275.6154 0.2586799 96.30769 0.16168913 0.3156917
## 70 95.61538 0.07014012 244.8846 0.1725477 160.92308 0.31534397 0.4369570
## 71 104.65625 0.04728447 323.0938 0.1809942 87.90625 0.11462612 0.2749736
## 72 51.00000 0.04028613 298.5833 0.1937675 96.50000 0.14325266 0.2851576
## 73 79.19231 0.05030882 277.9615 0.2040040 150.92308 0.23806169 0.3713218
## 74 108.76042 0.05492115 228.5312 0.1349315 89.69792 0.16668811 0.4554483
## 75 56.50000 0.03136032 501.3333 0.3053656 223.66667 0.22659512 0.2282044
## 76 94.16279 0.05679491 281.5465 0.1738452 126.93023 0.18688962 0.3102307
## 77 67.78049 0.06309203 187.6098 0.1703379 122.90244 0.26032744 0.4618131
## 78 102.69318 0.06975701 215.3977 0.1465583 109.00000 0.20357671 0.6431741
## 79 68.18841 0.04927362 256.6377 0.2021050 196.75362 0.31364523 0.3386315
## 80 83.77660 0.05400757 249.5319 0.1753235 175.23404 0.29282884 0.3387312
## 81 65.25000 0.04654670 264.5192 0.2189072 163.69231 0.26517778 0.3000246
## 82 90.91111 0.06240875 241.4667 0.1768444 120.44444 0.20907603 0.4943338
## 83 81.55556 0.06262461 220.7407 0.1778456 121.22222 0.24794633 0.5619198
## 84 74.76087 0.05447396 244.3913 0.1884201 185.00000 0.34485209 0.2986461
## 85 66.16129 0.04351066 293.4839 0.2079573 115.22581 0.16485219 0.2210729
## 86 62.88136 0.05045109 240.4915 0.2018956 137.57627 0.23097666 0.2878563
## 87 74.83333 0.04973617 227.5833 0.1929271 107.25000 0.14826737 0.3558603
## 88 56.40000 0.04337018 389.0000 0.2880976 145.44000 0.22364280 0.2409464
## 89 23.40000 0.02435449 175.2000 0.1794784 127.80000 0.23118452 0.3964153
## 90 129.07767 0.05687711 264.7476 0.1287587 67.33981 0.10678785 0.2727480
## 91 83.75758 0.07088052 234.7273 0.1739225 133.51515 0.26420751 0.5987014
## 92 145.90989 0.05845153 250.2242 0.1242591 65.79341 0.10077470 0.3123999
## 93 57.13333 0.04445049 315.7333 0.2488037 144.33333 0.20662887 0.5066702
## 94 42.40000 0.04705728 184.9333 0.2228574 97.13333 0.20507851 0.4690444
## 95 57.67742 0.03805517 264.5161 0.1773820 135.35484 0.14139952 0.2474831
## 96 111.17333 0.06342114 257.6267 0.1637939 123.17333 0.20809333 0.4752131
## 97 64.24528 0.04622024 264.2830 0.2089182 122.67925 0.21392598 0.2801530
## 98 87.72727 0.05433693 251.0727 0.1758329 146.32727 0.27139031 0.5320272
## 99 70.71429 0.05350090 257.4286 0.1938092 145.67857 0.24983535 0.2894680
## 100 63.53846 0.04504534 336.8462 0.2496380 170.30769 0.21326206 0.2637787
## vuleo dispeo dslpm cancer resp ptraf pwdis
## 1 535.9212 32.591983 0.31652977 34.59308 0.4576592 NA NA
## 2 405.8671 -141.949213 0.17280304 30.84475 0.3938572 NA NA
## 3 308.8310 -44.500683 0.09937925 21.84325 0.2680125 NA NA
## 4 670.7667 199.008126 0.17955891 35.18457 0.4911926 NA NA
## 5 276.5605 -154.695441 0.09294807 20.98061 0.2573567 NA NA
## 6 300.3192 -87.110398 0.09034049 20.49582 0.2441193 NA NA
## 7 519.7859 41.685262 0.15565777 26.63451 0.3599771 NA NA
## 8 572.3331 224.436740 0.13397961 26.28007 0.3434102 NA NA
## 9 530.2882 144.346120 0.14271858 29.93067 0.4174150 NA NA
## 10 348.2231 -151.043062 NA NA NA NA NA
## 11 414.2111 -171.080960 0.25221749 27.28900 0.3505627 NA NA
## 12 468.8633 -79.000322 0.22037398 32.32983 0.4271602 NA NA
## 13 657.2000 -101.875670 0.43115183 38.02914 0.5219152 NA NA
## 14 354.1364 -113.060554 0.20561481 31.33500 0.4103644 NA NA
## 15 419.5000 -197.223193 0.15473071 23.80679 0.3058080 NA NA
## 16 209.5189 -129.530331 NA NA NA NA NA
## 17 495.2352 47.643057 0.17573368 30.89038 0.4054905 NA NA
## 18 497.5845 -86.769046 0.27514719 35.77856 0.4574717 NA NA
## 19 576.4735 -129.813681 0.21132811 33.67628 0.4570581 NA NA
## 20 329.2558 -137.412566 0.11272115 25.91320 0.3310356 NA NA
## 21 424.2037 64.816078 0.14649305 24.60909 0.3230565 NA NA
## 22 386.4494 -160.690102 0.09703504 24.81827 0.3090753 NA NA
## 23 454.6878 7.754956 0.27300703 36.16066 0.4749268 NA NA
## 24 530.8153 106.580370 0.14971195 30.14047 0.4188799 NA NA
## 25 547.6264 -22.869893 0.15709208 28.68126 0.4230975 NA NA
## 26 828.0457 224.803074 NA NA NA NA NA
## 27 349.8125 -259.318962 NA NA NA NA NA
## 28 232.1986 -163.410813 NA NA NA NA NA
## 29 442.1939 -97.844722 0.30975191 35.46591 0.4711024 NA NA
## 30 382.7131 -212.217265 0.26214080 33.62059 0.4463013 NA 0.001438777
## 31 880.0032 264.714198 0.15359399 29.10694 0.3960308 NA NA
## 32 915.7598 206.299586 0.42433954 39.47396 0.4954464 NA NA
## 33 649.2844 247.364121 0.21027140 29.79396 0.3903928 NA NA
## 34 611.1772 69.565758 0.32319878 35.65933 0.4513286 NA NA
## 35 783.4805 17.201756 0.19755063 32.25461 0.4315558 NA NA
## 36 407.1872 -36.250065 0.37583540 39.66390 0.5181158 NA NA
## 37 387.6701 -21.892642 0.15082953 26.09084 0.3409217 NA NA
## 38 328.2875 -50.574856 0.08549048 22.75260 0.2944589 NA NA
## 39 696.1428 44.479119 0.22703138 34.50889 0.4544088 NA NA
## 40 804.7418 232.352740 0.15781048 28.32582 0.3730194 NA NA
## 41 772.4190 137.304832 NA NA NA NA NA
## 42 577.5869 218.267264 0.22280477 31.13998 0.4217635 NA NA
## 43 834.1685 77.217501 0.21282488 34.21505 0.4802159 NA NA
## 44 256.1733 -189.773316 0.13080635 22.33353 0.2847963 NA NA
## 45 379.2198 -179.753889 NA NA NA NA NA
## 46 730.2465 279.982308 0.15574047 27.98550 0.3665439 NA NA
## 47 1096.9498 342.657287 NA NA NA NA NA
## 48 385.0393 66.671538 NA NA NA NA NA
## 49 412.0953 -133.516704 0.33445751 35.22766 0.4816882 NA NA
## 50 494.0606 -81.597925 0.10358560 22.44427 0.2850856 NA NA
## 51 761.6580 -44.453147 0.26336824 32.23070 0.4457265 NA NA
## 52 618.1292 127.560687 0.12913767 28.38102 0.4164428 NA NA
## 53 675.1211 99.544223 0.23751193 34.57777 0.5685818 129.5365 NA
## 54 600.3022 169.028421 0.19174867 28.79850 0.3973143 NA NA
## 55 407.8475 -169.082360 0.27066314 35.37423 0.4688820 NA NA
## 56 401.6876 -113.720770 0.18049430 27.73757 0.3567475 NA NA
## 57 294.2633 -141.024552 0.10728014 24.04552 0.3083235 NA NA
## 58 294.0973 -179.757404 0.12293083 23.88297 0.3029172 NA NA
## 59 496.8406 107.995216 0.15708419 26.69859 0.3526753 NA NA
## 60 780.2090 107.345544 NA NA NA NA NA
## 61 229.5586 -150.954604 0.11498830 22.19441 0.2720081 NA NA
## 62 513.8405 73.697335 0.16986314 34.81807 0.4974464 NA NA
## 63 435.6780 -158.565803 0.18304542 35.46156 0.4806656 NA NA
## 64 617.7099 105.464282 0.25970971 31.13754 0.4141487 NA NA
## 65 543.1824 -118.674851 NA NA NA NA NA
## 66 504.4648 179.469161 0.16710775 29.46246 0.3895834 NA NA
## 67 726.9245 11.467733 NA NA NA NA NA
## 68 576.5700 -98.480650 0.34352809 36.04644 0.4767221 NA NA
## 69 322.7673 -24.404257 NA NA NA NA NA
## 70 624.2673 86.440134 0.20981541 24.66018 0.3213893 NA NA
## 71 523.4460 -129.833675 NA NA NA NA NA
## 72 371.1532 -26.112882 0.14477123 23.80005 0.3060401 NA NA
## 73 537.5622 2.105488 0.19609886 31.66348 0.4144187 NA NA
## 74 821.9861 167.555219 0.24078693 29.04834 0.3926509 NA NA
## 75 398.8702 -204.983705 0.19421313 30.18075 0.3892443 NA NA
## 76 504.3061 -84.483258 0.26155204 34.46271 0.4531987 NA NA
## 77 504.4140 114.023843 0.20145933 35.34499 0.4992846 138.3595 NA
## 78 980.2410 443.135290 0.22040500 32.47018 0.4575729 NA NA
## 79 450.2984 -18.222421 0.21340966 31.89096 0.4139661 NA NA
## 80 490.9233 -35.121845 0.35304974 36.59263 0.4923564 NA NA
## 81 377.0244 -76.162290 0.21621754 34.06881 0.4507877 NA NA
## 82 683.7422 183.444967 0.16318634 30.51232 0.4137775 NA NA
## 83 702.2288 239.642104 0.19567271 35.15641 0.4991327 NA NA
## 84 371.7971 -98.782171 0.25156630 38.86160 0.4982897 NA NA
## 85 314.8444 -209.658893 0.17646868 29.92433 0.3784246 NA NA
## 86 357.2810 -75.558754 0.18749997 28.03075 0.3634573 NA NA
## 87 508.1537 87.421784 NA NA NA NA NA
## 88 323.8429 -150.970825 0.10196269 24.20718 0.2988564 NA NA
## 89 384.6713 92.880395 0.12935258 23.23082 0.2950123 NA NA
## 90 566.8866 -212.679081 0.33612482 36.75110 0.5062466 NA NA
## 91 740.7816 263.339938 0.23126831 33.08215 0.4339669 NA NA
## 92 727.1955 -87.512275 0.42932467 36.51520 0.4943147 NA NA
## 93 716.6377 243.590316 0.16923835 30.93600 0.4110591 NA NA
## 94 418.3383 131.293687 0.13331156 24.87767 0.3325719 NA NA
## 95 482.2409 -136.091413 0.12426784 21.94132 0.2672414 NA NA
## 96 752.3040 166.682069 0.20878279 31.65313 0.4197343 NA NA
## 97 359.9629 -97.558045 0.15159615 27.88877 0.3647305 NA NA
## 98 715.1185 191.312987 0.25919652 31.51647 0.4133079 201.7222 NA
## 99 385.4222 -91.041604 0.20863734 30.39726 0.4044873 NA NA
## 100 358.0441 -123.315183 0.09633023 21.61371 0.2668410 NA NA
## pnpl prmp ptsdf ozone pm25 d_dslpm_2 d_cancr_2
## 1 0.018487268 0.46651075 1.08713271 43.45316 8.297337 20.551376 1203.8700
## 2 0.037912568 0.09692420 0.12815287 43.16748 8.401689 -24.041662 -4428.8246
## 3 0.049249745 0.04654865 0.04657801 42.31874 7.133256 -4.067480 -987.8557
## 4 0.045261657 0.05523394 0.23587285 42.09358 7.856333 36.596005 7057.9545
## 5 0.070518297 0.02690828 0.22496000 42.85610 6.934824 -13.882709 -3251.3249
## 6 0.016394080 0.02883423 0.05077100 42.75757 6.909698 -7.962184 -1806.5473
## 7 0.156930039 0.21707499 0.27701601 39.17018 7.163471 11.160443 1190.8372
## 8 0.016108952 0.17717621 0.05320158 39.68727 7.278513 30.140105 5922.3808
## 9 0.025594423 0.18182049 0.16304169 39.02552 7.724246 20.639936 4327.5557
## 10 0.069348304 0.14680634 0.36927853 37.20899 7.038491 NA NA
## 11 0.170159994 0.23896088 1.47101235 43.01987 7.345986 -34.807720 -4595.5819
## 12 0.018509797 0.60736785 0.60848659 42.68886 8.180606 -14.220791 -2495.3479
## 13 0.215837087 0.40999325 0.67363869 46.20573 8.761144 -33.020743 -3669.8362
## 14 0.020028869 0.79875696 1.46360828 42.81260 8.063705 -19.448456 -3585.2037
## 15 0.016490846 0.14004003 0.09201705 40.84772 6.815600 -31.166904 -4722.7950
## 16 0.042450175 0.04642283 0.29240034 NA NA NA NA
## 17 0.038654448 0.09087409 0.11376247 42.59759 8.082435 7.942334 1467.0650
## 18 0.043979867 0.71651389 1.54476147 44.06155 8.792430 -17.436018 -2885.2142
## 19 0.030940689 0.39990107 0.14415137 42.77030 8.350016 -32.181789 -4622.3431
## 20 0.011506724 0.11398211 0.15278969 39.93143 7.372454 -16.497980 -3658.6480
## 21 0.012155968 0.04779760 0.06446356 39.48394 7.050079 10.168985 1613.3788
## 22 0.012503830 0.05276495 0.07688091 38.52373 7.243753 -15.284781 -3979.9191
## 23 0.106017820 0.39733422 0.61789945 43.77920 8.837614 6.773251 343.0038
## 24 0.038614054 0.06998162 0.31620173 37.60878 7.551723 16.496518 3253.2133
## 25 0.106926145 0.42529881 0.37592439 38.15876 7.074984 -1.149317 -815.0022
## 26 0.172371297 0.38488849 0.95848908 42.57637 8.496981 NA NA
## 27 0.016751439 0.09288359 0.04610997 NA NA NA NA
## 28 0.007005027 0.16419952 0.21525972 NA NA NA NA
## 29 0.027097171 0.47450556 0.85883220 45.75724 8.415621 -18.788098 -3233.2286
## 30 0.039966488 0.19717246 0.32604591 45.29172 8.444352 -54.564412 -7137.7812
## 31 0.018890780 0.19092452 0.11223393 38.91913 7.685799 42.282331 7716.2569
## 32 0.072952634 0.48767075 2.53619109 43.33128 8.889867 99.323169 8727.8340
## 33 0.015702364 0.60229497 0.44352947 41.06751 7.849900 59.011437 7571.0044
## 34 0.027115581 0.45475852 2.80220190 45.62033 8.323611 32.605858 2701.6437
## 35 0.029152717 0.14192604 0.26961895 42.36211 8.351386 1.722497 535.1733
## 36 0.333406657 1.08978188 1.69676397 44.64218 9.068831 -5.934967 -1126.4565
## 37 0.022082794 0.05798133 0.07133688 39.87465 7.206519 -3.327160 -566.2376
## 38 0.015646146 0.05651647 0.07363816 41.10496 7.178174 -5.027040 -1171.6520
## 39 0.309771440 0.23518987 0.82028443 42.89987 8.461853 16.227701 1752.3992
## 40 0.018346811 0.06687062 0.09456515 40.92197 7.861686 36.680871 6588.0666
## 41 0.014239096 0.68341145 3.47950235 45.49677 8.297834 NA NA
## 42 0.012602661 0.48075172 0.39617224 40.64639 7.813898 43.870843 6684.4612
## 43 0.031884113 0.26290582 0.17011664 42.33418 8.512906 17.262215 2627.8827
## 44 0.263121311 0.56991820 0.23949379 43.09712 7.094344 -23.576567 -4205.6319
## 45 0.159313674 0.19636730 0.85179504 42.23842 7.545074 NA NA
## 46 0.014607220 0.08537003 0.24381093 39.84965 7.400615 42.835331 7816.2670
## 47 0.075163949 0.69033708 0.12642215 42.44037 8.237348 NA NA
## 48 0.008852141 0.01458916 0.01079700 NA NA NA NA
## 49 0.167157907 0.65273912 0.78886206 45.18093 8.764580 -39.305533 -4823.7465
## 50 0.061130664 0.13627221 0.16023591 40.21792 7.084506 -10.091257 -1871.3535
## 51 0.025035707 0.41393380 0.23723157 41.76211 8.473712 -9.279486 -1500.3830
## 52 0.030255525 0.07672506 0.06736424 38.41021 7.287337 16.318307 3657.2599
## 53 0.024198807 0.32997824 0.98595583 42.39778 8.334647 28.768817 3472.7808
## 54 0.018016999 0.40917782 0.24472760 40.11526 7.688266 35.785793 4908.2969
## 55 0.040408049 0.53119444 0.71207911 44.62358 8.937224 -40.577344 -5884.8501
## 56 0.027711393 0.22703076 0.40135613 42.49923 7.532774 -16.968279 -3077.8925
## 57 0.023084511 0.26052792 0.04351834 37.77120 7.115526 -13.922160 -3354.1415
## 58 0.033400503 0.11140618 0.27539939 43.80217 7.177182 -22.799946 -4321.9475
## 59 0.031709454 0.17037817 0.03827832 40.02853 7.372141 17.610881 2897.1718
## 60 0.067862546 0.66508485 2.90562508 45.63926 9.053602 NA NA
## 61 0.020664862 0.04479133 0.20259426 42.99487 6.937168 -17.519777 -3352.1092
## 62 0.024453482 0.29464461 0.13744873 42.48438 7.548112 12.808992 2579.9124
## 63 0.227353908 0.17509230 0.20682394 42.23749 7.873792 -28.471171 -5800.1959
## 64 0.014516391 0.47430853 0.76606257 41.45326 8.070645 31.534701 3323.5950
## 65 0.128909967 0.46380382 2.50534509 NA NA NA NA
## 66 0.012196882 0.22838202 0.14664309 40.25518 7.667405 31.739172 5377.0854
## 67 0.286745662 0.19709319 0.63343122 NA NA NA NA
## 68 0.040670809 0.14261019 1.70097135 43.06996 8.642183 -26.492157 -3277.0682
## 69 0.039207659 0.15626147 0.12481899 NA NA NA NA
## 70 0.017189212 0.65990225 0.72070612 40.29246 6.873827 24.157500 2222.2731
## 71 0.036057435 0.09209085 0.12745439 NA NA NA NA
## 72 0.012246907 0.22487321 0.07536073 39.66935 6.968614 -3.732316 -600.7129
## 73 0.185567328 0.29293685 0.28197182 42.80025 8.243473 7.858191 156.6856
## 74 0.036455741 0.27846276 1.40174886 40.68700 7.640995 46.381466 4914.9433
## 75 0.054191449 0.06769332 0.06543010 42.61664 8.065378 -40.768210 -6189.2647
## 76 0.015957430 0.33723267 0.95011376 44.24613 8.098258 -18.110936 -2812.9806
## 77 0.109754706 0.41265198 0.31866491 41.82070 7.775240 23.949293 4014.6142
## 78 0.024348766 0.54838042 0.31598072 40.78964 8.097868 93.864929 14312.4573
## 79 0.021662653 0.54577698 0.72282342 43.40692 7.935987 -2.351094 -561.4391
## 80 0.121167003 0.52435863 0.84194379 45.84296 8.610601 -1.456152 -1092.5594
## 81 0.030520071 0.44827288 0.52553177 43.01237 8.377364 -12.060370 -2452.1705
## 82 0.024504754 0.34267322 0.24234168 40.44053 8.094001 29.088417 5546.7069
## 83 0.030816195 0.30240859 0.28337228 41.85259 8.046123 48.043113 8486.5525
## 84 0.031207508 0.30997159 0.19452894 43.96000 8.056566 -19.782266 -3404.0299
## 85 0.024554835 0.09221757 0.32579919 43.85664 7.818871 -36.860752 -6276.2788
## 86 0.032553165 0.42729318 0.17932866 42.81762 7.638205 -13.312812 -2111.8831
## 87 0.028924486 0.04305214 0.20126995 40.71103 7.311667 NA NA
## 88 0.036143224 0.20702273 0.76833204 41.13817 7.122076 -16.078811 -3692.1865
## 89 0.009602298 0.13897133 0.03473965 38.95505 6.717312 12.014319 2157.6878
## 90 0.050049336 0.34594334 1.01051814 43.77941 8.611828 -67.587978 -7958.5588
## 91 0.053054379 0.35135000 0.60129843 42.10568 8.223186 61.006643 8724.8916
## 92 0.127167325 0.22285693 2.04847960 43.24921 8.914699 -22.203707 -3083.1211
## 93 0.023064707 0.04557286 0.04271949 41.31524 7.980443 40.327023 7541.5281
## 94 0.018353096 0.30255465 0.05122357 39.13543 7.030489 17.607095 3307.8067
## 95 0.025480489 0.02745375 0.43563828 42.88532 6.975358 -14.157800 -2943.2669
## 96 0.013158771 0.18919366 0.54042891 41.01689 8.147968 38.922582 5520.0693
## 97 0.036488529 0.68584650 0.32942549 42.38774 7.707809 -12.019035 -2652.8743
## 98 0.014350935 0.95566333 0.60423848 41.58397 8.106571 52.645706 6138.7943
## 99 0.127921350 0.17458549 0.19750888 43.62504 8.100779 -16.699409 -2764.4715
## 100 0.028564969 0.04211164 0.35770114 43.58217 6.937257 -11.385999 -2649.4924
## d_ptraf_2 d_pwdis_2 d_pnpl_2 d_ptsdf_2 d_ozone_2 d_pm25_2
## 1 NA NA 0.5917337 26.870053 1412.7912 275.69598
## 2 NA NA -4.8455965 -20.473410 -6126.9818 -1194.02764
## 3 NA NA -2.1888089 -2.472353 -1882.2382 -321.03837
## 4 NA NA 8.6984956 62.906865 8363.9082 1560.80197
## 5 NA NA -12.4242546 -33.067156 -6622.9999 -1074.63713
## 6 NA NA -1.4888087 -5.161336 -3720.8510 -603.55075
## 7 NA NA 32.3761427 60.770019 1664.1217 307.71381
## 8 NA NA 3.9088078 10.760871 8919.1509 1639.44463
## 9 NA NA 4.1458859 20.649824 5627.3801 1112.53197
## 10 NA NA -10.6908290 -71.182700 -5627.6207 -1058.05120
## 11 NA NA -31.6276999 -155.673361 -7355.8743 -1256.31243
## 12 NA NA -1.5658187 -26.736616 -3384.0428 -652.44374
## 13 NA NA 6.1549285 -49.727602 -4691.6710 -889.47173
## 14 NA NA -2.5014372 -34.284646 -4853.3678 -927.94003
## 15 NA NA -4.2889766 -21.003086 -8023.2817 -1355.29350
## 16 NA NA -5.9471799 -37.628896 NA NA
## 17 NA NA 1.6848854 4.358018 2023.8269 383.94511
## 18 NA NA -5.1299145 108.927675 -3859.3651 -763.77852
## 19 NA NA -9.2225248 -48.818261 -5567.3707 -1158.05598
## 20 NA NA -1.5119331 -23.460125 -5475.3532 -1022.56329
## 21 NA NA 0.9058248 6.340625 2556.6407 456.73971
## 22 NA NA -2.0101190 -11.908486 -6187.3632 -1162.38009
## 23 NA NA 3.6018711 27.185857 343.2925 71.52735
## 24 NA NA 5.6111725 56.877641 4003.8245 802.22877
## 25 NA NA -8.6836342 14.583209 -837.4091 -155.75899
## 26 NA NA 51.3032435 219.351608 9598.2731 1916.24931
## 27 NA NA -5.9192294 -13.446060 NA NA
## 28 NA NA -1.5999880 -49.567393 NA NA
## 29 NA NA -2.6541790 49.439837 -4476.5123 -820.86207
## 30 NA -0.3881073 -8.3060765 -71.887248 -9617.6567 -1788.75372
## 31 NA NA 4.3315632 22.174539 10382.2872 2060.47422
## 32 NA NA 15.0891989 642.048733 8958.4183 1849.54677
## 33 NA NA 3.6399680 144.296965 10169.6682 1952.81060
## 34 NA NA 1.2231501 447.856464 3215.2821 584.02608
## 35 NA NA 0.6129208 -3.971657 689.6062 129.34560
## 36 NA NA 2.6733595 122.561959 -1630.3906 -329.21562
## 37 NA NA -0.5275630 -2.414226 -872.4392 -156.60694
## 38 NA NA -0.8971101 -3.744216 -2075.0431 -365.84585
## 39 NA NA 66.8292110 134.634349 1890.2985 371.67512
## 40 NA NA 4.1996196 23.713563 9504.4834 1826.07701
## 41 NA NA 1.8795799 846.567614 6257.0133 1147.20753
## 42 NA NA 2.7857882 48.171735 8879.3636 1704.97188
## 43 NA NA 2.5933520 14.628112 3260.2272 653.52078
## 44 NA NA -44.9660626 -43.633784 -8171.0675 -1344.17127
## 45 NA NA -22.5928132 -131.960213 -7587.5981 -1347.88146
## 46 NA NA 4.1457976 81.766808 11155.0741 2069.00279
## 47 NA NA 22.2835949 35.941428 14529.8940 2821.84540
## 48 NA NA 0.9905509 1.162028 NA NA
## 49 NA NA 1.5717447 -7.998501 -6096.9352 -1185.70080
## 50 NA NA -5.5929307 -21.810297 -3208.9149 -580.48084
## 51 NA NA -2.2163470 10.276220 -1893.8139 -394.15708
## 52 NA NA 4.0569737 7.905455 4868.1102 921.52809
## 53 26375.88 NA 2.2668094 274.399867 4221.5015 834.74241
## 54 NA NA 3.0015053 45.188111 6787.8277 1298.48307
## 55 NA NA -7.3761768 -61.355040 -7610.6373 -1511.69317
## 56 NA NA -3.2626041 -31.250327 -4837.4645 -851.39914
## 57 NA NA -3.2152458 -6.348176 -5315.1500 -1000.27333
## 58 NA NA -6.5309125 -62.643841 -7864.0550 -1288.82711
## 59 NA NA 2.6588976 4.101619 4338.0003 800.79181
## 60 NA NA 9.7903646 488.219227 4988.0378 975.92941
## 61 NA NA -3.1144198 -32.540697 -6498.1933 -1048.69635
## 62 NA NA 2.4536235 10.200370 3067.7774 542.01835
## 63 NA NA -30.5899005 -21.820700 -6697.1092 -1252.35255
## 64 NA NA 1.4960622 122.542673 4371.2015 851.37853
## 65 NA NA 0.6620284 61.446172 NA NA
## 66 NA NA 2.0529568 23.247924 7236.1099 1383.15040
## 67 NA NA 37.7457720 87.909405 NA NA
## 68 NA NA -3.5618019 7.150624 -4238.7095 -844.17852
## 69 NA NA -1.8526777 2.115135 NA NA
## 70 NA NA 1.5422046 151.600314 3479.5683 593.61949
## 71 NA NA -4.9715778 -43.661769 NA NA
## 72 NA NA -0.3830521 -5.012284 -1039.1365 -180.70475
## 73 NA NA 18.4907939 53.187849 90.9426 14.49219
## 74 NA NA 6.1619742 404.075452 6847.3815 1286.11669
## 75 NA NA -11.8460834 -13.917710 -8734.7907 -1654.64357
## 76 NA NA -1.4765618 -16.144480 -3791.8971 -693.41967
## 77 23287.06 NA 11.4159067 44.309148 4772.4339 889.46887
## 78 NA NA 11.1722174 108.347311 18175.1179 3600.08375
## 79 NA NA -0.1120998 30.122316 -831.7208 -143.43051
## 80 NA NA 1.1215722 83.884744 -1603.3524 -300.74232
## 81 NA NA -2.2982708 -22.498194 -3265.9712 -626.86692
## 82 NA NA 3.8187215 60.106797 7336.9841 1466.96740
## 83 NA NA 7.2844649 80.502987 10032.1969 1930.90257
## 84 NA NA -4.2377916 -25.704413 -4376.4992 -808.38870
## 85 NA NA -5.4273462 -61.845069 -9187.2788 -1639.36547
## 86 NA NA -2.5116317 -12.637766 -3240.1925 -578.82070
## 87 NA NA 3.9835576 2.156075 3713.3598 621.69114
## 88 NA NA -5.7060760 -77.628447 -6219.0757 -1083.50442
## 89 NA NA 1.1212571 4.175012 3618.1602 623.90660
## 90 NA NA -12.8474404 -188.926294 -9362.5210 -1870.17017
## 91 NA NA 13.0669557 173.633556 11081.3609 2164.50686
## 92 NA NA -11.3647092 -39.392885 -3800.9853 -779.20077
## 93 NA NA 6.0486761 11.418495 10088.0839 1950.18155
## 94 NA NA 2.6680361 8.512272 5146.9329 926.95529
## 95 NA NA -3.6352602 -6.007321 -5828.4766 -952.20496
## 96 NA NA 2.0729228 160.277817 6811.2478 1354.87258
## 97 NA NA -3.6963547 -1.835258 -4138.7287 -751.11986
## 98 55491.22 NA 2.6572699 84.425278 7954.1711 1549.22281
## 99 NA NA -9.7790314 -11.400715 -3990.1952 -737.88510
## 100 NA NA -3.5844913 -43.146908 -5385.6333 -856.48143
## state_name region arealand areawater npl_cnt tsdf_cnt
## 1 NA 4 9705172 247718.31 0.000000000 0.10619469
## 2 NA 4 28056590 393582.83 0.000000000 0.04166667
## 3 NA 4 55191000 337730.82 0.000000000 0.00000000
## 4 NA 4 72446218 768590.16 0.000000000 0.05263158
## 5 NA 4 50040991 367869.32 0.045454545 0.09090909
## 6 NA 4 40037633 27830.31 0.000000000 0.00000000
## 7 NA 4 61565730 9684688.54 0.028571429 0.02857143
## 8 NA 4 90542929 5454406.80 0.000000000 0.05000000
## 9 NA 4 73093152 1064866.65 0.000000000 0.06451613
## 10 NA 4 24437611 5765756.80 0.022222222 0.11111111
## 11 NA 4 11041032 58070.15 0.019480519 0.16883117
## 12 NA 4 22605981 357239.59 0.000000000 0.12068966
## 13 NA 4 9953214 74539.27 0.010638298 0.12765957
## 14 NA 4 19712782 113522.63 0.000000000 0.22580645
## 15 NA 4 103741447 30185484.17 0.000000000 0.00000000
## 16 NA 4 18259670 29597977.11 0.000000000 0.04166667
## 17 NA 4 61205150 480215.61 0.000000000 0.00000000
## 18 NA 4 10942641 399422.35 0.000000000 0.24210526
## 19 NA 4 50446868 2018138.14 0.000000000 0.05714286
## 20 NA 4 56182579 1372616.38 0.000000000 0.09523810
## 21 NA 4 31941424 11283297.29 0.000000000 0.00000000
## 22 NA 4 79543501 2145393.57 0.000000000 0.00000000
## 23 NA 4 15614148 132462.92 0.012987013 0.10389610
## 24 NA 4 51695964 930300.91 0.021276596 0.06382979
## 25 NA 4 28594956 2698672.06 0.015625000 0.04687500
## 26 NA 4 8667309 78378.02 0.010256410 0.07692308
## 27 NA 4 45227721 45668265.87 0.000000000 0.00000000
## 28 NA 4 31017168 93766326.81 0.000000000 0.06250000
## 29 NA 4 13265850 346779.90 0.000000000 0.11111111
## 30 NA 4 27318712 295964.04 0.000000000 0.08000000
## 31 NA 4 62063541 417449.38 0.000000000 0.02941176
## 32 NA 4 4849070 193160.93 0.000000000 0.25490196
## 33 NA 4 27852463 79027.81 0.000000000 0.04255319
## 34 NA 4 4346296 48495.04 0.000000000 0.19341564
## 35 NA 4 42458569 239289.40 0.000000000 0.13333333
## 36 NA 4 5325499 119233.55 0.023121387 0.13872832
## 37 NA 4 88218172 1329200.80 0.000000000 0.00000000
## 38 NA 4 94523270 3132579.12 0.000000000 0.12500000
## 39 NA 4 43057817 453239.12 0.062500000 0.21875000
## 40 NA 4 53142391 93645.31 0.000000000 0.00000000
## 41 NA 4 5728933 104180.57 0.000000000 0.25684932
## 42 NA 4 36754266 331863.08 0.000000000 0.03921569
## 43 NA 4 25264115 268315.61 0.000000000 0.03278689
## 44 NA 4 29869038 50801.62 0.041666667 0.04166667
## 45 NA 4 13415068 76909.72 0.013888889 0.15277778
## 46 NA 4 48141543 986179.95 0.000000000 0.10526316
## 47 NA 4 40416017 158293.84 0.000000000 0.00000000
## 48 NA 4 264322562 365493493.83 0.000000000 0.00000000
## 49 NA 4 13278118 537423.62 0.017857143 0.12500000
## 50 NA 4 48930129 375165.04 0.000000000 0.03846154
## 51 NA 4 24396212 137658.19 0.000000000 0.09523810
## 52 NA 4 174405280 861689.29 0.000000000 0.00000000
## 53 NA 4 17854254 289872.68 0.000000000 0.21621622
## 54 NA 4 21992128 125538.32 0.000000000 0.08510638
## 55 NA 4 15324508 467293.00 0.000000000 0.16000000
## 56 NA 4 36757340 450867.16 0.000000000 0.12903226
## 57 NA 4 47691305 378294.18 0.000000000 0.00000000
## 58 NA 4 72781108 302547.69 0.000000000 0.06250000
## 59 NA 4 56292151 35552.86 0.000000000 0.00000000
## 60 NA 4 2443328 105115.93 0.001801802 0.17837838
## 61 NA 4 40931456 116285.21 0.000000000 0.07142857
## 62 NA 4 57865566 1178178.23 0.000000000 0.04545455
## 63 NA 4 31701357 363524.12 0.052631579 0.05263158
## 64 NA 4 21534459 95043.48 0.000000000 0.13846154
## 65 NA 4 4148354 2949491.43 0.008333333 0.24166667
## 66 NA 4 63177177 1637540.14 0.000000000 0.04545455
## 67 NA 4 20556435 3864819.19 0.020833333 0.08333333
## 68 NA 4 13728066 118333.24 0.000000000 0.09333333
## 69 NA 4 67041199 44851672.15 0.000000000 0.07692308
## 70 NA 4 22600633 6220967.92 0.000000000 0.11538462
## 71 NA 4 70520162 5088548.94 0.000000000 0.03125000
## 72 NA 4 53341640 17652458.08 0.000000000 0.08333333
## 73 NA 4 39082367 1200720.04 0.038461538 0.03846154
## 74 NA 4 17600209 85915.04 0.000000000 0.17708333
## 75 NA 4 51300526 163669.58 0.000000000 0.00000000
## 76 NA 4 23560418 230245.31 0.000000000 0.13953488
## 77 NA 4 29924065 378975.37 0.024390244 0.02439024
## 78 NA 4 27879951 57686.30 0.000000000 0.05681818
## 79 NA 4 21231595 267556.83 0.000000000 0.15942029
## 80 NA 4 14092801 342931.88 0.010638298 0.12765957
## 81 NA 4 28163005 90245.92 0.000000000 0.09615385
## 82 NA 4 54430165 109418.36 0.000000000 0.02222222
## 83 NA 4 30613706 142295.74 0.000000000 0.11111111
## 84 NA 4 22247184 548755.46 0.000000000 0.06521739
## 85 NA 4 37514194 567236.87 0.000000000 0.06451613
## 86 NA 4 23430269 175213.41 0.000000000 0.05084746
## 87 NA 4 113900872 2701347.25 0.000000000 0.08333333
## 88 NA 4 39205660 204405.56 0.000000000 0.20000000
## 89 NA 4 202420784 106914890.40 0.000000000 0.00000000
## 90 NA 4 15909268 174911.46 0.000000000 0.19417476
## 91 NA 4 19809334 1278306.94 0.000000000 0.06060606
## 92 NA 4 4752042 127631.20 0.006593407 0.16263736
## 93 NA 4 74094196 2621338.93 0.000000000 0.00000000
## 94 NA 4 59830414 13018813.33 0.000000000 0.00000000
## 95 NA 4 26101949 75234.16 0.000000000 0.06451613
## 96 NA 4 19128510 131402.55 0.000000000 0.05333333
## 97 NA 4 36872637 129479.87 0.000000000 0.07547170
## 98 NA 4 17309323 260594.36 0.000000000 0.12727273
## 99 NA 4 30982004 258306.93 0.035714286 0.03571429
## 100 NA 4 62277694 117273.92 0.000000000 0.15384615
## shape_length shape_area
## 1 16632.472 15255287
## 2 32339.270 43472594
## 3 47686.766 86083790
## 4 48568.005 109294568
## 5 50378.349 78033330
## 6 45198.050 61461012
## 7 44564.024 107704421
## 8 61154.495 147220913
## 9 50571.628 109751216
## 10 26881.791 44096242
## 11 19188.706 16829296
## 12 27128.920 34938538
## 13 15343.280 15120860
## 14 23384.365 30319498
## 15 73406.074 206828689
## 16 30488.246 71248256
## 17 48318.567 95389232
## 18 19163.296 17219368
## 19 41599.773 79732056
## 20 50631.563 86252274
## 21 37789.929 66391123
## 22 60531.914 122190903
## 23 22651.292 23713701
## 24 40543.603 77242900
## 25 28380.221 46878668
## 26 14382.874 13079212
## 27 64336.665 140467177
## 28 54538.082 189463000
## 29 20407.911 20734270
## 30 32458.768 42204499
## 31 48818.850 93187525
## 32 11840.642 7726971
## 33 28704.803 42671458
## 34 11063.320 6750868
## 35 40874.076 65509433
## 36 13072.568 8191518
## 37 64364.255 138657055
## 38 63864.260 147122814
## 39 36843.194 67132497
## 40 47917.445 80468939
## 41 11907.427 8948744
## 42 32279.681 57151700
## 43 29421.345 38483227
## 44 29469.504 45304974
## 45 21643.093 20319338
## 46 42400.040 75903271
## 47 31517.511 60633209
## 48 151760.736 950206957
## 49 19971.202 21050578
## 50 43113.570 74167011
## 51 29534.581 37114395
## 52 99962.269 261941044
## 53 22462.512 27419126
## 54 26119.300 33230534
## 55 22803.171 23870414
## 56 37512.136 56516678
## 57 42171.371 72066349
## 58 55825.639 111497894
## 59 48085.940 85902875
## 60 8468.602 3829650
## 61 44699.656 62867433
## 62 47457.842 88913635
## 63 31083.286 48260569
## 64 25404.856 33088916
## 65 12658.684 10397404
## 66 51636.378 100291031
## 67 23390.838 36225054
## 68 18513.247 21232346
## 69 57417.720 167753223
## 70 24384.921 44424126
## 71 51381.074 111633040
## 72 47811.228 109183126
## 73 31776.675 62288065
## 74 21208.881 26805215
## 75 47430.436 77398465
## 76 27449.779 36162186
## 77 26139.204 45271555
## 78 30367.812 41372113
## 79 27001.804 33248253
## 80 19003.383 21903895
## 81 28997.415 42619730
## 82 43645.134 81452028
## 83 28346.420 45765284
## 84 26219.210 34310976
## 85 39602.696 58901445
## 86 29707.953 36523192
## 87 64159.966 176258315
## 88 38617.028 59158429
## 89 99363.756 472064660
## 90 20752.713 24018825
## 91 23628.939 32586051
## 92 11247.369 7431963
## 93 55853.226 118641479
## 94 45613.673 111088118
## 95 35324.135 40313310
## 96 24325.845 29025849
## 97 36349.714 56948215
## 98 21296.158 26702991
## 99 32201.204 48024718
## 100 54798.255 95288563##Data Cleaning
More Data Cleaning
## county_x target_pop num_tested per_tested num_high_lead per_high_lead_h
## 1 ALAMANCE 3,897 1,951 50.1 36 0.02
## 2 ALEXANDER 721 516 71.6 3 0.60
## 3 ALLEGHANY 193 75 38.9 1 1.30
## 4 ANSON 519 204 39.3 5 2.50
## 5 ASHE 415 259 62.4 0 0.00
## 6 AVERY 272 176 64.7 3 1.70
## 7 BEAUFORT 886 675 76.2 5 0.70
## 8 BERTIE 350 266 76.0 3 1.10
## 9 BLADEN 696 472 67.8 6 1.30
## 10 BRUNSWICK 1,994 1,191 59.7 3 0.30
## 11 BUNCOMBE 4,874 2,951 60.5 19 0.60
## 12 BURKE 1,790 1,359 75.9 16 1.20
## 13 CABARRUS 5,102 2,546 49.9 21 0.80
## 14 CALDWELL 1,560 1,069 68.5 10 0.90
## 15 CAMDEN 187 106 56.7 1 0.90
## 16 CARTERET 1,068 691 64.7 7 1.00
## 17 CASWELL 422 268 63.5 4 1.50
## 18 CATAWBA 3,345 2,180 65.2 12 0.60
## 19 CHATHAM 1,313 650 49.5 3 0.50
## 20 CHEROKEE 479 292 61.0 1 0.30
## 21 CHOWAN 277 177 63.9 1 0.60
## 22 CLAY 172 96 55.8 0 0.00
## 23 CLEVELAND 2,227 1,647 74.0 14 0.90
## 24 COLUMBUS 1,144 778 68.0 10 1.30
## 25 CRAVEN 2,723 2,087 76.6 16 0.80
## 26 CUMBERLAND 10,908 3,248 29.8 47 1.40
## 27 CURRITUCK 520 165 31.7 1 0.60
## 28 DARE 662 307 46.4 1 0.30
## 29 DAVIDSON 3,513 2,634 75.0 32 1.20
## 30 DAVIE 767 516 67.3 7 1.40
## 31 DUPLIN 1,360 1,001 73.6 5 0.50
## 32 DURHAM 8,333 4,558 54.7 23 0.50
## 33 EDGECOMBE 1,224 852 69.6 8 0.90
## 34 FORSYTH 8,702 5,519 63.4 62 1.10
## 35 FRANKLIN 1,416 856 60.5 4 0.50
## 36 GASTON 5,114 2,071 40.5 15 0.70
## 37 GATES 194 102 52.6 1 1.00
## 38 GRAHAM 156 85 54.5 0 0.00
## 39 GRANVILLE 1,189 694 58.4 1 0.10
## 40 GREENE 411 308 74.9 3 1.00
## 41 GUILFORD 12,333 8,773 71.1 74 0.80
## 42 HALIFAX 1,130 866 76.6 17 2.00
## 43 HARNETT 3,731 1,833 49.1 26 1.40
## 44 HAYWOOD 1,158 780 67.4 4 0.50
## 45 HENDERSON 2,133 1,231 57.7 13 1.10
## 46 HERTFORD 460 341 74.1 6 1.80
## 47 HOKE 1,726 835 48.4 8 1.00
## 48 HYDE 69 45 65.2 1 2.20
## 49 IREDELL 3,748 2,039 54.4 14 0.70
## 50 JACKSON 738 492 66.7 3 0.60
## 51 JOHNSTON 4,617 2,469 53.5 11 0.40
## 52 JONES 194 137 70.6 0 0.00
## 53 LEE 1,551 1,050 67.7 12 1.10
## 54 LENOIR 1,240 992 80.0 17 1.70
## 55 LINCOLN 1,662 644 38.7 6 0.90
## 56 MACON 661 405 61.3 5 1.20
## 57 MADISON 398 260 65.3 3 1.20
## 58 MARTIN 495 396 80.0 5 1.30
## 59 MCDOWELL 875 570 65.1 7 1.20
## 60 MECKLENBURG 29,397 9,800 33.3 72 0.70
## 61 MITCHELL 284 86 30.3 0 0.00
## 62 MONTGOMERY 548 484 88.3 10 2.10
## 63 MOORE 2,277 1,747 76.7 13 0.70
## 64 NASH 2,156 1,651 76.6 25 1.50
## 65 NEW HANOVER 4,412 3,026 68.6 34 1.10
## 66 NORTHAMPTON 371 257 69.3 3 1.20
## 67 ONSLOW 7,983 4,811 60.3 42 0.90
## 68 ORANGE 2,313 1,169 50.5 6 0.50
## 69 PAMLICO 163 162 99.4 1 0.60
## 70 PASQUOTANK 946 742 78.4 10 1.30
## 71 PENDER 1,281 877 68.5 4 0.50
## 72 PERQUIMANS 245 177 72.2 3 1.70
## 73 PERSON 843 340 40.3 7 2.10
## 74 PITT 4,136 2,587 62.5 12 0.50
## 75 POLK 310 132 42.6 1 0.80
## 76 RANDOLPH 3,096 2,208 71.3 24 1.10
## 77 RICHMOND 1,129 893 79.1 18 2.00
## 78 ROBESON 3,481 2,514 72.2 20 0.80
## 79 ROCKINGHAM 1,773 1,058 59.7 17 1.60
## 80 ROWAN 3,181 2,035 64.0 24 1.20
## 81 RUTHERFORD 1,343 432 32.2 2 0.50
## 82 SAMPSON 1,665 1,352 81.2 14 1.00
## 83 SCOTLAND 898 671 74.7 10 1.50
## 84 STANLY 1,408 1,098 78.0 16 1.50
## 85 STOKES 800 478 59.8 7 1.50
## 86 SURRY 1,495 801 53.6 20 2.50
## 87 SWAIN 293 198 67.6 3 1.50
## 88 TRANSYLVANIA 530 365 68.9 3 0.80
## 89 TYRRELL 72 38 52.8 2 5.30
## 90 UNION 4,837 1,648 34.1 10 0.60
## 91 VANCE 1,146 606 52.9 4 0.70
## 92 WAKE 25,263 12,820 50.7 98 0.80
## 93 WARREN 335 229 68.4 4 1.70
## 94 WASHINGTON 263 161 61.2 1 0.60
## 95 WATAUGA 752 581 77.3 6 1.00
## 96 WAYNE 3,249 2,082 64.1 12 0.60
## 97 WILKES 1,345 941 70.0 7 0.70
## 98 WILSON 1,915 1,488 77.7 21 1.40
## 99 YADKIN 755 424 56.2 4 0.90
## 100 YANCEY 353 171 48.4 2 1.20
## num_tested_older five_nine very_high_lead_num fips county_y
## 1 2,120 10 1 37001 Alamance
## 2 569 NA NA 37003 Alexander
## 3 94 1 NA 37005 Alleghany\t
## 4 282 NA NA 37007 Anson
## 5 306 NA NA 37009 Ashe
## 6 190 1 NA 37011 Avery
## 7 741 NA 1 37013 Beaufort\t
## 8 314 NA 2 37015 Bertie
## 9 516 NA 1 37017 Bladen
## 10 1,345 NA NA 37019 Brunswick
## 11 3,359 1 2 37021 Buncombe
## 12 1,453 4 1 37023 Burke
## 13 2,820 7 4 37025 Cabarrus
## 14 1,208 5 NA 37027 Caldwell
## 15 110 NA NA 37029 Camden
## 16 732 1 1 37031 Carteret
## 17 311 NA NA 37033 Caswell
## 18 2,382 5 3 37035 Catawba
## 19 732 NA NA 37037 Chatham
## 20 324 1 NA 37039 Cherokee
## 21 190 NA 1 37041 Chowan
## 22 109 NA NA 37043 Clay
## 23 2,007 9 1 37045 Cleveland
## 24 950 3 NA 37047 Columbus
## 25 2,335 6 1 37049 Craven
## 26 3,640 8 2 37051 Cumberland
## 27 177 NA NA 37053 Currituck
## 28 319 1 NA 37055 Dare
## 29 2,753 5 1 37057 Davidson
## 30 544 4 1 37059 Davie
## 31 1,331 3 2 37061 Duplin
## 32 5,104 10 3 37063 Durham
## 33 1,004 NA 1 37065 Edgecombe
## 34 5,922 18 11 37067 Forsyth
## 35 951 3 1 37069 Franklin
## 36 2,314 2 NA 37071 Gaston
## 37 115 1 NA 37073 Gates
## 38 96 NA NA 37075 Graham
## 39 773 NA NA 37077 Granville
## 40 364 2 NA 37079 Greene
## 41 9,349 19 4 37081 Guilford
## 42 907 3 2 37083 Halifax
## 43 2,204 7 3 37085 Harnett\t
## 44 821 NA 1 37087 Haywood
## 45 1,428 7 1 37089 Henderson
## 46 359 2 NA 37091 Hertford
## 47 931 2 2 37093 Hoke
## 48 55 NA NA 37095 Hyde
## 49 2,225 5 2 37097 Iredell
## 50 543 NA 1 37099 Jackson
## 51 2,781 3 1 37101 Johnston
## 52 151 NA NA 37103 Jones
## 53 1,189 3 1 37105 Lee
## 54 1,254 7 6 37107 Lenoir
## 55 774 1 NA 37109 Lincoln
## 56 465 1 NA 37111 McDowell
## 57 287 2 NA 37113 Macon
## 58 594 2 NA 37115 Madison
## 59 626 2 1 37117 Martin
## 60 11,419 20 10 37119 Mecklenburg
## 61 114 NA NA 37121 Mitchell
## 62 521 8 NA 37123 Montgomery
## 63 1,914 4 1 37125 Moore
## 64 1,892 9 2 37127 Nash
## 65 3,429 15 8 37129 New Hanover
## 66 277 1 NA 37131 Northampton
## 67 5,526 7 5 37133 Onslow
## 68 1,283 1 1 37135 Orange
## 69 178 1 NA 37137 Pamlico
## 70 800 4 2 37139 Pasquotank
## 71 999 3 1 37141 Pender
## 72 196 1 NA 37143 Perquimans
## 73 428 1 NA 37145 Person
## 74 2,814 2 NA 37147 Pitt
## 75 185 2 NA 37149 Polk
## 76 2,429 4 6 37151 Randolph
## 77 1,000 3 1 37153 Richmond
## 78 2,813 5 3 37155 Robeson
## 79 1,166 5 NA 37157 Rockingham
## 80 2,236 3 1 37159 Rowan
## 81 659 NA NA 37161 Rutherford
## 82 1,615 9 1 37163 Sampson
## 83 736 NA 1 37165 Scotland
## 84 1,183 9 1 37167 Stanly
## 85 507 4 NA 37169 Stokes
## 86 887 5 NA 37171 Surry
## 87 223 NA 1 37173 Swain\t
## 88 402 NA NA 37175 Transylvania\t
## 89 46 NA 1 37177 Tyrell
## 90 2,209 3 4 37179 Union
## 91 714 NA 1 37181 Vance
## 92 13,995 34 17 37183 Wake
## 93 260 2 2 37185 Warren
## 94 218 3 NA 37187 Washington
## 95 641 2 NA 37189 Watauga
## 96 2,475 8 1 37191 Wayne
## 97 977 4 1 37193 Wilkes
## 98 1,560 8 8 37195 Wilson
## 99 470 3 NA 37197 Yadkin
## 100 205 NA NA 37199 Yancey
## bf_acreage objectid id acstotpop acsipovbas acseducbas acstothh
## 1 347.220 143210.0 370010210849 1421.0265 1381.9292 956.0265 566.8938
## 2 0.000 143278.5 370030404211 1546.6250 1489.5000 1113.5833 571.7500
## 3 0.000 143296.0 370059501911 997.5455 986.3636 749.3636 431.4545
## 4 20.120 143311.0 370079203792 1331.8947 1235.2105 952.2105 500.8421
## 5 0.000 143331.5 370099705093 1217.5455 1202.3182 919.6364 536.5909
## 6 5.710 143350.5 370119302633 1093.8125 889.4375 820.2500 411.6875
## 7 191.180 143376.0 370139305119 1349.8000 1334.8857 963.2000 552.1429
## 8 NA 143403.5 370159602653 982.2000 916.1000 726.7500 398.8000
## 9 NA 143429.0 370179503874 1089.6129 1073.8710 779.0000 450.5806
## 10 268.390 143489.5 370190311557 1409.5556 1397.6333 1101.2000 602.5111
## 11 756.890 143611.5 370210021244 1652.4286 1610.6039 1208.5195 695.4091
## 12 209.040 143717.5 370230207959 1546.7586 1500.0000 1108.1724 597.7931
## 13 172.830 143793.5 370250416577 2143.0638 2123.5319 1415.4787 769.1383
## 14 112.610 143871.5 370270307780 1319.0161 1299.3710 947.6774 525.7097
## 15 NA 143905.5 370299501018 1741.1667 1741.1667 1209.8333 639.3333
## 16 18.843 143944.5 370319712691 957.2222 938.3194 721.5972 412.3611
## 17 NA 143989.5 370339303502 1263.6667 1212.7778 926.2222 506.1111
## 18 171.218 144046.0 370350109627 1649.7789 1620.6842 1138.6105 643.1474
## 19 516.627 144111.0 370370204075 1994.0286 1970.6571 1458.8857 815.0571
## 20 0.000 144139.0 370399303768 1317.5238 1299.6667 1011.0000 566.4286
## 21 90.980 144156.5 370419301439 1014.6429 991.0714 750.3571 427.4286
## 22 NA 144167.0 370439501431 1544.7143 1540.7143 1185.4286 723.1429
## 23 187.670 144209.0 370459508295 1261.8052 1237.1688 863.0909 478.9870
## 24 NA 144271.0 370479307747 1197.7234 1131.8723 837.7872 474.5957
## 25 92.500 144326.5 370499606981 1610.6562 1527.4375 1054.0000 638.6094
## 26 258.110 144456.0 370510124581 1703.1077 1622.6923 1050.3641 638.0410
## 27 5.200 144561.0 370531689347 1719.7333 1707.4667 1218.5333 676.5333
## 28 NA 144584.5 370559716072 1116.9062 1110.5312 832.8125 482.5312
## 29 37.950 144654.5 370570611163 1524.6667 1501.8148 1066.8796 606.2130
## 30 17.900 144721.0 370590803882 1679.6400 1666.8400 1196.3200 639.9600
## 31 140.220 144750.5 370610904745 1737.1176 1717.1176 1174.5882 640.6176
## 32 602.340 144844.0 370630079165 2002.9869 1914.5490 1369.0000 806.8235
## 33 47.680 144944.0 370650208556 1134.7234 1117.7872 778.2979 454.7021
## 34 1176.624 145089.0 370670028099 1529.1070 1486.3169 1022.5185 603.6420
## 35 28.750 145225.5 370690604511 2163.4000 2109.0667 1493.8000 824.9667
## 36 435.010 145327.0 370710318228 1251.9364 1234.0000 862.4740 471.0636
## 37 NA 145418.5 370739701902 1156.3000 1149.0000 834.5000 447.7000
## 38 37.470 145427.5 370759202252 1069.6250 1053.0000 755.2500 411.0000
## 39 32.980 145447.5 370779704545 1839.8125 1752.8438 1293.0625 657.1875
## 40 NA 145470.0 370799501855 1616.0000 1433.4615 1149.3846 558.3846
## 41 647.893 145622.5 370810172130 1793.0890 1734.3836 1194.0342 694.2842
## 42 357.970 145794.0 370839306181 1014.4510 986.4902 713.5490 414.0392
## 43 56.210 145850.0 370850708508 2137.0656 2078.4098 1372.9672 739.1148
## 44 40.430 145904.5 370879219090 1259.0208 1242.8333 941.1458 548.6667
## 45 293.983 145964.5 370899317175 1578.1250 1558.7500 1169.4306 670.5694
## 46 NA 146010.0 370919502535 1271.2105 1154.3158 880.5789 468.3684
## 47 NA 146032.0 370939706096 2129.5600 2062.1600 1364.0000 708.8800
## 48 NA 146047.5 370959434502 898.8333 793.5000 642.6667 294.8333
## 49 128.300 146106.5 370970610202 1540.4018 1524.8839 1053.8482 582.5536
## 50 NA 146175.5 370999493464 1625.2308 1478.5385 1037.6538 640.0769
## 51 75.030 146230.5 371010408370 2275.8571 2252.4405 1505.4167 799.4524
## 52 NA 146276.0 371039202145 1385.0000 1379.2857 1038.7143 591.0000
## 53 60.830 146298.0 371050304233 1625.0000 1598.8378 1087.7027 587.6757
## 54 56.240 146340.0 371070108067 1217.5957 1190.5957 847.1277 491.9362
## 55 95.876 146388.5 371090706750 1628.8200 1612.0200 1157.9400 640.4400
## 56 15.290 146429.0 371119705425 1455.1290 1420.5484 1051.3226 579.3871
## 57 2.050 146458.5 371139704221 1228.9286 1219.2857 924.0000 560.6786
## 58 31.570 146480.5 371150104565 1337.8125 1271.0625 953.5000 528.2500
## 59 147.500 146499.0 371179703478 1097.8095 1088.7619 788.9524 451.0000
## 60 9324.310 146787.0 371190095454 1899.6649 1872.1045 1269.1874 727.1099
## 61 NA 147071.5 371219502502 1074.2857 1043.8571 795.4286 454.3571
## 62 3.550 147089.5 371239602824 1242.6364 1193.0909 863.3182 473.2273
## 63 59.430 147129.0 371259506046 1677.7018 1657.1228 1212.9123 683.5965
## 64 382.280 147190.0 371270107872 1446.2000 1415.4923 994.6615 564.9231
## 65 1594.160 147282.5 371290277119 1868.5917 1811.1083 1272.2250 780.3000
## 66 7.100 147353.5 371319202461 917.5455 876.8182 683.1364 392.1818
## 67 NA 147412.5 371330115437 2019.9167 1806.2708 1074.7917 667.3438
## 68 137.170 147498.0 371350112661 1905.8400 1757.1867 1185.9067 700.3867
## 69 NA 147542.0 371379532247 980.1538 923.6154 764.9231 411.6923
## 70 NA 147561.5 371399604432 1518.4231 1424.8077 1031.3077 568.4615
## 71 407.250 147590.5 371419224926 1844.3750 1804.7500 1299.9375 680.1875
## 72 NA 147612.5 371439201510 1121.5833 1107.8333 842.8333 493.2500
## 73 25.690 147631.5 371459203659 1511.7308 1489.3077 1074.0000 605.5385
## 74 82.480 147692.5 371470010013 1847.6250 1776.1458 1113.4271 720.5104
## 75 50.980 147746.5 371499201939 1704.8333 1679.0833 1316.9167 753.9167
## 76 106.270 147795.5 371510309193 1662.3023 1641.6395 1146.8605 651.6395
## 77 10.000 147859.0 371539706076 1102.1707 1064.3415 745.6098 452.3415
## 78 605.140 147923.5 371559610364 1516.3864 1475.2386 973.3864 522.3750
## 79 NA 148002.0 371570408473 1322.7536 1301.7246 948.7536 539.1449
## 80 734.120 148083.5 371590511557 1485.1596 1440.2979 1019.7447 556.3936
## 81 166.200 148156.5 371619606697 1279.4615 1255.8846 912.0000 506.6346
## 82 36.910 148205.0 371639705205 1412.4667 1392.7556 944.8222 523.0444
## 83 1183.260 148241.0 371650103414 1306.0000 1208.3333 876.8148 485.6667
## 84 18.930 148277.5 371679307617 1328.5652 1286.3261 927.2826 515.5870
## 85 6.240 148316.0 371690704139 1480.8065 1462.8710 1083.9355 622.6452
## 86 166.710 148361.0 371719306591 1222.0169 1204.6780 858.9322 491.2712
## 87 20.500 148396.5 371739568841 1187.8333 1171.7500 821.4167 453.5833
## 88 1293.630 148415.0 371759603526 1340.5200 1298.7600 1014.6000 564.9200
## 89 NA 148430.0 371779601002 823.8000 685.0000 660.8000 326.2000
## 90 259.295 148484.0 371790205833 2200.9126 2173.0485 1398.4078 729.7573
## 91 38.940 148552.0 371819605639 1347.9394 1324.2424 907.1212 510.7273
## 92 1346.050 148796.0 371830572273 2300.1275 2251.0352 1527.2132 858.2374
## 93 NA 149031.0 371859502142 1335.5333 1271.8667 961.1333 518.6667
## 94 24.000 149046.0 371879501670 810.4000 797.0000 559.0667 338.2000
## 95 38.880 149069.0 371899205460 1745.7097 1560.2903 999.4839 656.6129
## 96 94.460 149122.0 371910008519 1653.3600 1608.5867 1094.7333 642.0400
## 97 28.350 149186.0 371939606553 1291.6981 1271.4906 925.7925 535.0000
## 98 48.380 149240.0 371950008696 1478.8364 1450.4364 1004.5818 584.1455
## 99 NA 149281.5 371970503224 1345.1786 1332.5000 951.1786 551.7143
## 100 79.670 149302.0 371999602314 1359.0000 1346.8462 1009.1538 569.3846
## acstothu minorpop minorpct lowincome lowincpct lesshs lesshspct
## 1 617.2478 503.21239 0.36638784 549.8673 0.4174402 138.30973 0.16106337
## 2 683.2917 203.08333 0.13480558 582.7917 0.3879962 205.16667 0.19521105
## 3 741.8182 129.54545 0.12637604 481.3636 0.4884076 175.09091 0.23365562
## 4 610.2105 737.78947 0.55959010 581.5263 0.4721476 185.36842 0.19164984
## 5 802.2273 90.27273 0.07734615 455.0455 0.3879327 144.86364 0.16137970
## 6 885.3750 137.68750 0.09512622 402.4375 0.4580288 145.31250 0.15824990
## 7 740.8571 461.40000 0.38511595 572.0000 0.4676535 119.65714 0.13187570
## 8 492.0500 645.45000 0.59923326 458.7500 0.4699756 154.75000 0.18105236
## 9 576.6774 493.93548 0.45789805 556.0645 0.5282522 154.77419 0.19129775
## 10 966.3111 257.18889 0.14800353 435.1333 0.2979744 105.81111 0.09390192
## 11 789.5519 270.78571 0.16561525 542.2013 0.3552642 109.04545 0.09264570
## 12 708.4828 283.50000 0.16181111 630.1552 0.4088125 211.34483 0.19905904
## 13 830.7766 710.84043 0.33755975 597.0532 0.3273445 141.51064 0.12475242
## 14 612.0968 163.98387 0.13623437 536.4839 0.4369692 192.14516 0.20592006
## 15 704.6667 341.16667 0.16031274 497.8333 0.2440306 173.66667 0.12930086
## 16 693.2083 130.50000 0.12501450 283.9583 0.2754435 63.93056 0.08136868
## 17 598.7778 490.72222 0.38997361 467.7222 0.3974021 190.22222 0.20542034
## 18 723.0842 398.57895 0.23764023 584.0211 0.3637524 168.67368 0.15466219
## 19 901.5714 567.68571 0.26847936 578.9429 0.3080175 172.17143 0.13077810
## 20 862.0952 115.09524 0.07971821 534.5714 0.4130994 138.66667 0.14873041
## 21 521.5000 407.85714 0.32891504 431.2143 0.3595807 120.14286 0.13844495
## 22 1044.1429 97.14286 0.05476915 673.8571 0.4301222 136.85714 0.12365401
## 23 565.9610 340.15584 0.28879995 562.4156 0.4598837 138.31169 0.16966641
## 24 558.5106 487.14894 0.39639378 544.1489 0.4751125 154.51064 0.17251402
## 25 732.9844 548.75000 0.37025334 535.5312 0.3790846 124.32812 0.13466670
## 26 747.8923 953.65128 0.56149506 676.5846 0.4321061 97.44103 0.10091263
## 27 1037.1333 220.26667 0.10272042 473.8667 0.2669347 132.00000 0.09136921
## 28 1078.5938 138.96875 0.08847438 323.4688 0.2152911 56.03125 0.05064283
## 29 688.0648 297.37037 0.21677356 574.2407 0.4134189 176.68519 0.18121879
## 30 743.2800 257.16000 0.15259076 505.0400 0.2957047 159.16000 0.13818610
## 31 761.0588 838.00000 0.47423996 911.8824 0.5152684 303.44118 0.25129382
## 32 872.0850 1157.01307 0.55135742 634.9935 0.3464626 158.88889 0.13382685
## 33 530.7447 722.08511 0.65018190 569.2553 0.5205601 158.25532 0.20412254
## 34 672.3539 657.32099 0.43480323 554.8148 0.3857062 114.95885 0.12358054
## 35 933.7333 788.60000 0.41599298 757.2000 0.3926509 237.13333 0.17316196
## 36 530.5145 337.69364 0.29255741 468.1503 0.4083612 131.69364 0.16806135
## 37 533.6000 427.50000 0.37502417 345.2000 0.3064562 114.50000 0.13856905
## 38 752.1250 141.12500 0.13159889 507.2500 0.5102192 143.87500 0.20654299
## 39 752.1562 769.37500 0.44902076 585.7812 0.3574983 203.81250 0.17857174
## 40 639.6923 857.30769 0.50874970 696.4615 0.4430114 297.69231 0.25728639
## 41 776.5171 880.81849 0.50324802 636.1678 0.4118908 129.90411 0.12543561
## 42 508.2157 623.52941 0.61896109 514.8431 0.5291127 160.84314 0.23226848
## 43 839.8361 816.90164 0.38726791 826.8197 0.4079665 187.45902 0.14666013
## 44 737.4583 89.58333 0.06974944 417.1250 0.3501710 112.14583 0.12502418
## 45 790.8194 264.83333 0.17175784 485.0972 0.3301508 118.69444 0.10951766
## 46 559.5789 846.05263 0.67658559 552.7368 0.4943198 183.00000 0.21197049
## 47 828.3600 1270.96000 0.59910684 894.6000 0.4519992 190.76000 0.15621910
## 48 541.5000 369.16667 0.26815016 344.1667 0.3094445 118.16667 0.12494005
## 49 650.3036 365.90179 0.24765476 452.4196 0.3213845 116.20536 0.12328063
## 50 1041.2692 309.76923 0.17013023 603.6923 0.4158219 120.80769 0.11329549
## 51 877.2024 722.50000 0.33985099 790.8690 0.4130195 206.82143 0.16867690
## 52 708.2857 522.00000 0.35035799 711.2857 0.5212350 191.00000 0.18566867
## 53 661.1622 681.72973 0.43721250 654.8378 0.4262892 180.08108 0.18384519
## 54 586.1702 615.59574 0.55905630 572.2128 0.5143607 165.95745 0.21593098
## 55 704.5400 243.36000 0.15357922 564.7800 0.3792087 167.14000 0.15292776
## 56 687.0000 182.16129 0.13220938 604.5806 0.4300900 170.41935 0.16820049
## 57 912.7500 131.57143 0.10542701 453.8929 0.3840277 104.92857 0.11932434
## 58 680.7500 79.06250 0.05580211 489.9375 0.3966755 139.31250 0.15180438
## 59 552.7619 526.23810 0.52007524 463.4286 0.4439387 131.76190 0.16717262
## 60 785.2162 1001.04685 0.50884357 553.1171 0.3028222 125.91171 0.10285855
## 61 629.4286 81.64286 0.07417470 367.3571 0.3517350 122.92857 0.17358753
## 62 737.9545 456.45455 0.35259915 526.7727 0.4545660 178.77273 0.20578410
## 63 818.2105 382.59649 0.24504187 482.3333 0.3225237 116.36842 0.11253872
## 64 659.6308 717.64615 0.51998861 506.5538 0.3901742 145.21538 0.16136440
## 65 910.3667 428.13333 0.23430134 627.8333 0.3617816 89.73333 0.07403077
## 66 530.4545 562.77273 0.58645946 420.3182 0.4662727 140.36364 0.19343314
## 67 817.7188 678.06250 0.33634818 716.0208 0.3990539 94.21875 0.09443355
## 68 766.6933 584.18667 0.30402591 507.9200 0.3056277 86.37333 0.07371168
## 69 593.9231 252.61538 0.25052233 365.2308 0.3808610 91.69231 0.11334706
## 70 658.0000 685.80769 0.46773913 537.5769 0.4061748 139.42308 0.14148143
## 71 893.7812 465.06250 0.24093321 569.4688 0.3090140 162.15625 0.12100185
## 72 594.6667 312.91667 0.24381010 423.6667 0.3265051 113.41667 0.11926838
## 73 708.7692 508.34615 0.35292864 557.1154 0.3897150 146.65385 0.15027934
## 74 818.3646 837.21875 0.45184130 775.5521 0.4590553 117.94792 0.11242899
## 75 972.8333 242.91667 0.13838409 547.0000 0.3180246 119.41667 0.08926729
## 76 722.6395 343.16279 0.20997913 655.4651 0.4104823 213.19767 0.19328012
## 77 521.4634 470.43902 0.41900496 522.1220 0.5046213 147.19512 0.19642232
## 78 603.0114 1129.88636 0.73012599 808.3068 0.5562222 223.26136 0.23339339
## 79 637.3478 363.60870 0.26714038 528.5652 0.4101226 165.13043 0.17479987
## 80 652.4362 410.07447 0.28923702 552.0213 0.3882254 150.19149 0.15112388
## 81 659.1346 211.90385 0.17218671 530.8269 0.4278625 158.55769 0.17539240
## 82 613.5556 688.71111 0.50048924 668.5778 0.4881783 210.93333 0.21708758
## 83 566.4815 736.51852 0.57434103 626.5185 0.5494986 176.70370 0.19973572
## 84 600.8261 254.45652 0.20703864 472.6522 0.3902536 138.23913 0.15191692
## 85 715.6774 129.74194 0.09390145 493.3226 0.3482443 178.35484 0.17394059
## 86 576.7797 192.89831 0.15398007 512.8475 0.4217325 186.35593 0.21400064
## 87 745.9167 448.83333 0.29115646 559.7500 0.4205642 178.41667 0.20406917
## 88 782.4000 129.96000 0.08474291 501.1600 0.3971499 116.00000 0.11777856
## 89 445.8000 384.40000 0.38438057 352.2000 0.4084500 161.80000 0.20181076
## 90 773.2427 603.22330 0.27861942 518.3592 0.2668766 142.47573 0.11648696
## 91 609.6061 808.51515 0.66034214 661.1212 0.5370607 181.75758 0.21836497
## 92 926.2110 912.88132 0.37327769 527.2527 0.2515221 110.94725 0.07780403
## 93 796.5333 823.80000 0.57548578 581.4667 0.4378546 187.53333 0.18868625
## 94 430.5333 450.13333 0.49759896 385.0000 0.4404899 112.20000 0.18006760
## 95 1081.2903 141.67742 0.08092238 685.9032 0.4140439 104.61290 0.09945259
## 96 720.9867 764.82667 0.48479155 722.3067 0.4656346 174.01333 0.17173443
## 97 631.6981 160.75472 0.12670923 549.6226 0.4335968 198.52830 0.21727845
## 98 654.6364 780.90909 0.57064458 632.2545 0.4934099 197.81818 0.22799302
## 99 621.4643 209.21429 0.15066664 556.3214 0.4282694 180.42857 0.18439632
## 100 862.3846 100.53846 0.07497696 610.1538 0.4525804 159.69231 0.15618317
## under5 under5pct over64 over64pct pre1960 pre1960pct vuleopct
## 1 82.71681 0.05534797 232.8053 0.1771052 149.39823 0.26917124 0.3919140
## 2 75.91667 0.05013226 295.3750 0.1978350 98.83333 0.15204557 0.2614009
## 3 40.09091 0.04003484 254.7273 0.2567598 111.36364 0.14555685 0.3073918
## 4 62.94737 0.04794065 228.5789 0.1856193 162.52632 0.27776011 0.5158688
## 5 53.36364 0.04277098 292.1364 0.2449194 138.45455 0.18089747 0.2326394
## 6 40.18750 0.03719168 231.2500 0.2414349 132.43750 0.20044189 0.2765775
## 7 65.48571 0.04784239 308.8000 0.2338142 140.51429 0.21691664 0.4263847
## 8 42.20000 0.04088192 206.2500 0.2105177 114.80000 0.23759821 0.5346044
## 9 57.90323 0.05804781 217.8065 0.2077864 86.12903 0.16127426 0.4930751
## 10 58.94444 0.03692417 413.1333 0.3172753 32.61111 0.04079631 0.2229890
## 11 83.55844 0.05113294 313.5844 0.1882356 182.86364 0.25920849 0.2604397
## 12 73.68966 0.04662198 296.4828 0.2045420 157.81034 0.22869348 0.2853118
## 13 137.61702 0.06447769 273.9255 0.1423851 148.53191 0.24402483 0.3324521
## 14 66.72581 0.05082282 249.4516 0.1942544 141.27419 0.25445192 0.2866018
## 15 82.00000 0.03515260 297.0000 0.1499563 118.00000 0.15064087 0.2021717
## 16 41.16667 0.03641695 225.5139 0.2491433 88.25000 0.14579878 0.2002290
## 17 58.77778 0.04116708 255.0000 0.2043939 143.33333 0.22032932 0.3936879
## 18 93.47368 0.05579495 281.4632 0.1737724 132.84211 0.20538870 0.3006963
## 19 98.65714 0.04966536 465.8857 0.2216028 110.14286 0.14734296 0.2882484
## 20 53.76190 0.03644420 372.2381 0.2927199 98.76190 0.12519774 0.2464088
## 21 47.42857 0.03680705 237.2857 0.2037117 135.00000 0.20327347 0.3442479
## 22 57.28571 0.04092866 453.1429 0.2840903 128.42857 0.12577411 0.2424457
## 23 69.98701 0.05510341 226.2078 0.1892872 116.22078 0.21392041 0.3743418
## 24 59.97872 0.04705761 229.6170 0.2052754 116.02128 0.21920903 0.4357531
## 25 104.43750 0.06345879 289.7344 0.1856566 107.82812 0.19839682 0.3746689
## 26 130.36923 0.07146213 191.2821 0.1234708 75.18462 0.12772951 0.4968006
## 27 93.33333 0.04177162 266.4000 0.1572178 72.06667 0.07546156 0.1848275
## 28 52.40625 0.03357815 224.4062 0.1591291 87.46875 0.06585532 0.1518827
## 29 83.22222 0.05200953 267.2130 0.1801980 125.62963 0.20380424 0.3150962
## 30 79.24000 0.04207496 332.5200 0.2021550 133.28000 0.19491758 0.2241477
## 31 109.44118 0.06085651 300.8529 0.1803315 148.17647 0.19559573 0.4947542
## 32 134.18954 0.06250197 242.1961 0.1355834 142.73203 0.21464011 0.4489100
## 33 66.85106 0.05850100 208.2766 0.1971776 141.44681 0.28564615 0.5853710
## 34 93.57613 0.05999410 232.6420 0.1587560 138.97119 0.23743353 0.4102547
## 35 121.16667 0.05503708 347.2333 0.1769237 122.73333 0.14287362 0.4043219
## 36 74.67052 0.05784186 195.1272 0.1653679 118.75723 0.25656432 0.3504593
## 37 47.60000 0.03636652 221.3000 0.2040917 121.70000 0.24954233 0.3407402
## 38 44.62500 0.04369245 248.7500 0.2319127 98.62500 0.15145431 0.3209090
## 39 90.59375 0.04478424 297.4688 0.1792519 123.90625 0.22249930 0.4032595
## 40 82.15385 0.04960535 245.7692 0.1483293 117.38462 0.17642192 0.4758806
## 41 106.83562 0.06099475 259.3836 0.1476139 144.51712 0.25187886 0.4575694
## 42 53.37255 0.04872362 198.0980 0.2124153 141.98039 0.32554635 0.5740369
## 43 160.75410 0.06782200 252.6885 0.1390586 119.26230 0.16789414 0.3976172
## 44 59.64583 0.04432084 303.0833 0.2356631 170.29167 0.27994441 0.2099602
## 45 76.79167 0.04756194 395.8889 0.2535953 111.01389 0.14655408 0.2509543
## 46 58.42105 0.04714758 238.5263 0.1945493 124.47368 0.24906385 0.5854527
## 47 186.16000 0.07442228 192.7600 0.1116875 64.80000 0.10680578 0.5255530
## 48 46.66667 0.03172541 147.8333 0.1205571 72.33333 0.08205631 0.2887973
## 49 85.83036 0.05558499 234.3661 0.1568829 96.66964 0.17699338 0.2845196
## 50 75.00000 0.04741464 306.7692 0.2006694 121.57692 0.12965477 0.2929761
## 51 146.63095 0.06400544 289.3571 0.1462530 115.14286 0.17331659 0.3764352
## 52 61.85714 0.04480687 293.2857 0.2049262 154.00000 0.22027435 0.4357965
## 53 104.89189 0.06509165 256.7027 0.1586252 113.48649 0.19075968 0.4317508
## 54 69.74468 0.05918334 233.1064 0.1924665 163.97872 0.31277669 0.5367085
## 55 82.28000 0.05396395 275.2200 0.1702729 100.84000 0.17838677 0.2663940
## 56 63.61290 0.03928795 283.7097 0.2056833 145.67742 0.21931611 0.2811497
## 57 60.10714 0.04991263 344.7500 0.2819852 146.17857 0.17015179 0.2447273
## 58 59.75000 0.04371874 280.3750 0.2184594 153.93750 0.23739674 0.2262388
## 59 58.71429 0.05121487 239.5238 0.2352747 161.95238 0.29790155 0.4820070
## 60 128.72072 0.06522193 202.1928 0.1133439 85.37117 0.13903627 0.4058329
## 61 47.78571 0.03800812 257.7857 0.2524531 167.78571 0.28102585 0.2129549
## 62 68.77273 0.04861627 238.9545 0.2055715 155.72727 0.24909687 0.4035826
## 63 94.08772 0.05588676 398.2105 0.2316239 110.12281 0.16990685 0.2837828
## 64 81.32308 0.05293687 250.6769 0.1859334 125.01538 0.21611892 0.4550814
## 65 94.28333 0.04764066 311.8917 0.1643263 132.41667 0.19807151 0.2980415
## 66 42.09091 0.04624607 222.7727 0.2596166 140.77273 0.29890600 0.5263661
## 67 182.72917 0.08478579 174.9688 0.1040546 67.39583 0.11383226 0.3677010
## 68 87.90667 0.04260098 244.8533 0.1307914 98.25333 0.14245257 0.3048268
## 69 35.61538 0.03404130 275.6154 0.2586799 96.30769 0.16168913 0.3156917
## 70 95.61538 0.07014012 244.8846 0.1725477 160.92308 0.31534397 0.4369570
## 71 104.65625 0.04728447 323.0938 0.1809942 87.90625 0.11462612 0.2749736
## 72 51.00000 0.04028613 298.5833 0.1937675 96.50000 0.14325266 0.2851576
## 73 79.19231 0.05030882 277.9615 0.2040040 150.92308 0.23806169 0.3713218
## 74 108.76042 0.05492115 228.5312 0.1349315 89.69792 0.16668811 0.4554483
## 75 56.50000 0.03136032 501.3333 0.3053656 223.66667 0.22659512 0.2282044
## 76 94.16279 0.05679491 281.5465 0.1738452 126.93023 0.18688962 0.3102307
## 77 67.78049 0.06309203 187.6098 0.1703379 122.90244 0.26032744 0.4618131
## 78 102.69318 0.06975701 215.3977 0.1465583 109.00000 0.20357671 0.6431741
## 79 68.18841 0.04927362 256.6377 0.2021050 196.75362 0.31364523 0.3386315
## 80 83.77660 0.05400757 249.5319 0.1753235 175.23404 0.29282884 0.3387312
## 81 65.25000 0.04654670 264.5192 0.2189072 163.69231 0.26517778 0.3000246
## 82 90.91111 0.06240875 241.4667 0.1768444 120.44444 0.20907603 0.4943338
## 83 81.55556 0.06262461 220.7407 0.1778456 121.22222 0.24794633 0.5619198
## 84 74.76087 0.05447396 244.3913 0.1884201 185.00000 0.34485209 0.2986461
## 85 66.16129 0.04351066 293.4839 0.2079573 115.22581 0.16485219 0.2210729
## 86 62.88136 0.05045109 240.4915 0.2018956 137.57627 0.23097666 0.2878563
## 87 74.83333 0.04973617 227.5833 0.1929271 107.25000 0.14826737 0.3558603
## 88 56.40000 0.04337018 389.0000 0.2880976 145.44000 0.22364280 0.2409464
## 89 23.40000 0.02435449 175.2000 0.1794784 127.80000 0.23118452 0.3964153
## 90 129.07767 0.05687711 264.7476 0.1287587 67.33981 0.10678785 0.2727480
## 91 83.75758 0.07088052 234.7273 0.1739225 133.51515 0.26420751 0.5987014
## 92 145.90989 0.05845153 250.2242 0.1242591 65.79341 0.10077470 0.3123999
## 93 57.13333 0.04445049 315.7333 0.2488037 144.33333 0.20662887 0.5066702
## 94 42.40000 0.04705728 184.9333 0.2228574 97.13333 0.20507851 0.4690444
## 95 57.67742 0.03805517 264.5161 0.1773820 135.35484 0.14139952 0.2474831
## 96 111.17333 0.06342114 257.6267 0.1637939 123.17333 0.20809333 0.4752131
## 97 64.24528 0.04622024 264.2830 0.2089182 122.67925 0.21392598 0.2801530
## 98 87.72727 0.05433693 251.0727 0.1758329 146.32727 0.27139031 0.5320272
## 99 70.71429 0.05350090 257.4286 0.1938092 145.67857 0.24983535 0.2894680
## 100 63.53846 0.04504534 336.8462 0.2496380 170.30769 0.21326206 0.2637787
## vuleo dispeo dslpm cancer resp ptraf pwdis
## 1 535.9212 32.591983 0.31652977 34.59308 0.4576592 NA NA
## 2 405.8671 -141.949213 0.17280304 30.84475 0.3938572 NA NA
## 3 308.8310 -44.500683 0.09937925 21.84325 0.2680125 NA NA
## 4 670.7667 199.008126 0.17955891 35.18457 0.4911926 NA NA
## 5 276.5605 -154.695441 0.09294807 20.98061 0.2573567 NA NA
## 6 300.3192 -87.110398 0.09034049 20.49582 0.2441193 NA NA
## 7 519.7859 41.685262 0.15565777 26.63451 0.3599771 NA NA
## 8 572.3331 224.436740 0.13397961 26.28007 0.3434102 NA NA
## 9 530.2882 144.346120 0.14271858 29.93067 0.4174150 NA NA
## 10 348.2231 -151.043062 NA NA NA NA NA
## 11 414.2111 -171.080960 0.25221749 27.28900 0.3505627 NA NA
## 12 468.8633 -79.000322 0.22037398 32.32983 0.4271602 NA NA
## 13 657.2000 -101.875670 0.43115183 38.02914 0.5219152 NA NA
## 14 354.1364 -113.060554 0.20561481 31.33500 0.4103644 NA NA
## 15 419.5000 -197.223193 0.15473071 23.80679 0.3058080 NA NA
## 16 209.5189 -129.530331 NA NA NA NA NA
## 17 495.2352 47.643057 0.17573368 30.89038 0.4054905 NA NA
## 18 497.5845 -86.769046 0.27514719 35.77856 0.4574717 NA NA
## 19 576.4735 -129.813681 0.21132811 33.67628 0.4570581 NA NA
## 20 329.2558 -137.412566 0.11272115 25.91320 0.3310356 NA NA
## 21 424.2037 64.816078 0.14649305 24.60909 0.3230565 NA NA
## 22 386.4494 -160.690102 0.09703504 24.81827 0.3090753 NA NA
## 23 454.6878 7.754956 0.27300703 36.16066 0.4749268 NA NA
## 24 530.8153 106.580370 0.14971195 30.14047 0.4188799 NA NA
## 25 547.6264 -22.869893 0.15709208 28.68126 0.4230975 NA NA
## 26 828.0457 224.803074 NA NA NA NA NA
## 27 349.8125 -259.318962 NA NA NA NA NA
## 28 232.1986 -163.410813 NA NA NA NA NA
## 29 442.1939 -97.844722 0.30975191 35.46591 0.4711024 NA NA
## 30 382.7131 -212.217265 0.26214080 33.62059 0.4463013 NA 0.001438777
## 31 880.0032 264.714198 0.15359399 29.10694 0.3960308 NA NA
## 32 915.7598 206.299586 0.42433954 39.47396 0.4954464 NA NA
## 33 649.2844 247.364121 0.21027140 29.79396 0.3903928 NA NA
## 34 611.1772 69.565758 0.32319878 35.65933 0.4513286 NA NA
## 35 783.4805 17.201756 0.19755063 32.25461 0.4315558 NA NA
## 36 407.1872 -36.250065 0.37583540 39.66390 0.5181158 NA NA
## 37 387.6701 -21.892642 0.15082953 26.09084 0.3409217 NA NA
## 38 328.2875 -50.574856 0.08549048 22.75260 0.2944589 NA NA
## 39 696.1428 44.479119 0.22703138 34.50889 0.4544088 NA NA
## 40 804.7418 232.352740 0.15781048 28.32582 0.3730194 NA NA
## 41 772.4190 137.304832 NA NA NA NA NA
## 42 577.5869 218.267264 0.22280477 31.13998 0.4217635 NA NA
## 43 834.1685 77.217501 0.21282488 34.21505 0.4802159 NA NA
## 44 256.1733 -189.773316 0.13080635 22.33353 0.2847963 NA NA
## 45 379.2198 -179.753889 NA NA NA NA NA
## 46 730.2465 279.982308 0.15574047 27.98550 0.3665439 NA NA
## 47 1096.9498 342.657287 NA NA NA NA NA
## 48 385.0393 66.671538 NA NA NA NA NA
## 49 412.0953 -133.516704 0.33445751 35.22766 0.4816882 NA NA
## 50 494.0606 -81.597925 0.10358560 22.44427 0.2850856 NA NA
## 51 761.6580 -44.453147 0.26336824 32.23070 0.4457265 NA NA
## 52 618.1292 127.560687 0.12913767 28.38102 0.4164428 NA NA
## 53 675.1211 99.544223 0.23751193 34.57777 0.5685818 129.5365 NA
## 54 600.3022 169.028421 0.19174867 28.79850 0.3973143 NA NA
## 55 407.8475 -169.082360 0.27066314 35.37423 0.4688820 NA NA
## 56 401.6876 -113.720770 0.18049430 27.73757 0.3567475 NA NA
## 57 294.2633 -141.024552 0.10728014 24.04552 0.3083235 NA NA
## 58 294.0973 -179.757404 0.12293083 23.88297 0.3029172 NA NA
## 59 496.8406 107.995216 0.15708419 26.69859 0.3526753 NA NA
## 60 780.2090 107.345544 NA NA NA NA NA
## 61 229.5586 -150.954604 0.11498830 22.19441 0.2720081 NA NA
## 62 513.8405 73.697335 0.16986314 34.81807 0.4974464 NA NA
## 63 435.6780 -158.565803 0.18304542 35.46156 0.4806656 NA NA
## 64 617.7099 105.464282 0.25970971 31.13754 0.4141487 NA NA
## 65 543.1824 -118.674851 NA NA NA NA NA
## 66 504.4648 179.469161 0.16710775 29.46246 0.3895834 NA NA
## 67 726.9245 11.467733 NA NA NA NA NA
## 68 576.5700 -98.480650 0.34352809 36.04644 0.4767221 NA NA
## 69 322.7673 -24.404257 NA NA NA NA NA
## 70 624.2673 86.440134 0.20981541 24.66018 0.3213893 NA NA
## 71 523.4460 -129.833675 NA NA NA NA NA
## 72 371.1532 -26.112882 0.14477123 23.80005 0.3060401 NA NA
## 73 537.5622 2.105488 0.19609886 31.66348 0.4144187 NA NA
## 74 821.9861 167.555219 0.24078693 29.04834 0.3926509 NA NA
## 75 398.8702 -204.983705 0.19421313 30.18075 0.3892443 NA NA
## 76 504.3061 -84.483258 0.26155204 34.46271 0.4531987 NA NA
## 77 504.4140 114.023843 0.20145933 35.34499 0.4992846 138.3595 NA
## 78 980.2410 443.135290 0.22040500 32.47018 0.4575729 NA NA
## 79 450.2984 -18.222421 0.21340966 31.89096 0.4139661 NA NA
## 80 490.9233 -35.121845 0.35304974 36.59263 0.4923564 NA NA
## 81 377.0244 -76.162290 0.21621754 34.06881 0.4507877 NA NA
## 82 683.7422 183.444967 0.16318634 30.51232 0.4137775 NA NA
## 83 702.2288 239.642104 0.19567271 35.15641 0.4991327 NA NA
## 84 371.7971 -98.782171 0.25156630 38.86160 0.4982897 NA NA
## 85 314.8444 -209.658893 0.17646868 29.92433 0.3784246 NA NA
## 86 357.2810 -75.558754 0.18749997 28.03075 0.3634573 NA NA
## 87 508.1537 87.421784 NA NA NA NA NA
## 88 323.8429 -150.970825 0.10196269 24.20718 0.2988564 NA NA
## 89 384.6713 92.880395 0.12935258 23.23082 0.2950123 NA NA
## 90 566.8866 -212.679081 0.33612482 36.75110 0.5062466 NA NA
## 91 740.7816 263.339938 0.23126831 33.08215 0.4339669 NA NA
## 92 727.1955 -87.512275 0.42932467 36.51520 0.4943147 NA NA
## 93 716.6377 243.590316 0.16923835 30.93600 0.4110591 NA NA
## 94 418.3383 131.293687 0.13331156 24.87767 0.3325719 NA NA
## 95 482.2409 -136.091413 0.12426784 21.94132 0.2672414 NA NA
## 96 752.3040 166.682069 0.20878279 31.65313 0.4197343 NA NA
## 97 359.9629 -97.558045 0.15159615 27.88877 0.3647305 NA NA
## 98 715.1185 191.312987 0.25919652 31.51647 0.4133079 201.7222 NA
## 99 385.4222 -91.041604 0.20863734 30.39726 0.4044873 NA NA
## 100 358.0441 -123.315183 0.09633023 21.61371 0.2668410 NA NA
## pnpl prmp ptsdf ozone pm25 d_dslpm_2 d_cancr_2
## 1 0.018487268 0.46651075 1.08713271 43.45316 8.297337 20.551376 1203.8700
## 2 0.037912568 0.09692420 0.12815287 43.16748 8.401689 -24.041662 -4428.8246
## 3 0.049249745 0.04654865 0.04657801 42.31874 7.133256 -4.067480 -987.8557
## 4 0.045261657 0.05523394 0.23587285 42.09358 7.856333 36.596005 7057.9545
## 5 0.070518297 0.02690828 0.22496000 42.85610 6.934824 -13.882709 -3251.3249
## 6 0.016394080 0.02883423 0.05077100 42.75757 6.909698 -7.962184 -1806.5473
## 7 0.156930039 0.21707499 0.27701601 39.17018 7.163471 11.160443 1190.8372
## 8 0.016108952 0.17717621 0.05320158 39.68727 7.278513 30.140105 5922.3808
## 9 0.025594423 0.18182049 0.16304169 39.02552 7.724246 20.639936 4327.5557
## 10 0.069348304 0.14680634 0.36927853 37.20899 7.038491 NA NA
## 11 0.170159994 0.23896088 1.47101235 43.01987 7.345986 -34.807720 -4595.5819
## 12 0.018509797 0.60736785 0.60848659 42.68886 8.180606 -14.220791 -2495.3479
## 13 0.215837087 0.40999325 0.67363869 46.20573 8.761144 -33.020743 -3669.8362
## 14 0.020028869 0.79875696 1.46360828 42.81260 8.063705 -19.448456 -3585.2037
## 15 0.016490846 0.14004003 0.09201705 40.84772 6.815600 -31.166904 -4722.7950
## 16 0.042450175 0.04642283 0.29240034 NA NA NA NA
## 17 0.038654448 0.09087409 0.11376247 42.59759 8.082435 7.942334 1467.0650
## 18 0.043979867 0.71651389 1.54476147 44.06155 8.792430 -17.436018 -2885.2142
## 19 0.030940689 0.39990107 0.14415137 42.77030 8.350016 -32.181789 -4622.3431
## 20 0.011506724 0.11398211 0.15278969 39.93143 7.372454 -16.497980 -3658.6480
## 21 0.012155968 0.04779760 0.06446356 39.48394 7.050079 10.168985 1613.3788
## 22 0.012503830 0.05276495 0.07688091 38.52373 7.243753 -15.284781 -3979.9191
## 23 0.106017820 0.39733422 0.61789945 43.77920 8.837614 6.773251 343.0038
## 24 0.038614054 0.06998162 0.31620173 37.60878 7.551723 16.496518 3253.2133
## 25 0.106926145 0.42529881 0.37592439 38.15876 7.074984 -1.149317 -815.0022
## 26 0.172371297 0.38488849 0.95848908 42.57637 8.496981 NA NA
## 27 0.016751439 0.09288359 0.04610997 NA NA NA NA
## 28 0.007005027 0.16419952 0.21525972 NA NA NA NA
## 29 0.027097171 0.47450556 0.85883220 45.75724 8.415621 -18.788098 -3233.2286
## 30 0.039966488 0.19717246 0.32604591 45.29172 8.444352 -54.564412 -7137.7812
## 31 0.018890780 0.19092452 0.11223393 38.91913 7.685799 42.282331 7716.2569
## 32 0.072952634 0.48767075 2.53619109 43.33128 8.889867 99.323169 8727.8340
## 33 0.015702364 0.60229497 0.44352947 41.06751 7.849900 59.011437 7571.0044
## 34 0.027115581 0.45475852 2.80220190 45.62033 8.323611 32.605858 2701.6437
## 35 0.029152717 0.14192604 0.26961895 42.36211 8.351386 1.722497 535.1733
## 36 0.333406657 1.08978188 1.69676397 44.64218 9.068831 -5.934967 -1126.4565
## 37 0.022082794 0.05798133 0.07133688 39.87465 7.206519 -3.327160 -566.2376
## 38 0.015646146 0.05651647 0.07363816 41.10496 7.178174 -5.027040 -1171.6520
## 39 0.309771440 0.23518987 0.82028443 42.89987 8.461853 16.227701 1752.3992
## 40 0.018346811 0.06687062 0.09456515 40.92197 7.861686 36.680871 6588.0666
## 41 0.014239096 0.68341145 3.47950235 45.49677 8.297834 NA NA
## 42 0.012602661 0.48075172 0.39617224 40.64639 7.813898 43.870843 6684.4612
## 43 0.031884113 0.26290582 0.17011664 42.33418 8.512906 17.262215 2627.8827
## 44 0.263121311 0.56991820 0.23949379 43.09712 7.094344 -23.576567 -4205.6319
## 45 0.159313674 0.19636730 0.85179504 42.23842 7.545074 NA NA
## 46 0.014607220 0.08537003 0.24381093 39.84965 7.400615 42.835331 7816.2670
## 47 0.075163949 0.69033708 0.12642215 42.44037 8.237348 NA NA
## 48 0.008852141 0.01458916 0.01079700 NA NA NA NA
## 49 0.167157907 0.65273912 0.78886206 45.18093 8.764580 -39.305533 -4823.7465
## 50 0.061130664 0.13627221 0.16023591 40.21792 7.084506 -10.091257 -1871.3535
## 51 0.025035707 0.41393380 0.23723157 41.76211 8.473712 -9.279486 -1500.3830
## 52 0.030255525 0.07672506 0.06736424 38.41021 7.287337 16.318307 3657.2599
## 53 0.024198807 0.32997824 0.98595583 42.39778 8.334647 28.768817 3472.7808
## 54 0.018016999 0.40917782 0.24472760 40.11526 7.688266 35.785793 4908.2969
## 55 0.040408049 0.53119444 0.71207911 44.62358 8.937224 -40.577344 -5884.8501
## 56 0.027711393 0.22703076 0.40135613 42.49923 7.532774 -16.968279 -3077.8925
## 57 0.023084511 0.26052792 0.04351834 37.77120 7.115526 -13.922160 -3354.1415
## 58 0.033400503 0.11140618 0.27539939 43.80217 7.177182 -22.799946 -4321.9475
## 59 0.031709454 0.17037817 0.03827832 40.02853 7.372141 17.610881 2897.1718
## 60 0.067862546 0.66508485 2.90562508 45.63926 9.053602 NA NA
## 61 0.020664862 0.04479133 0.20259426 42.99487 6.937168 -17.519777 -3352.1092
## 62 0.024453482 0.29464461 0.13744873 42.48438 7.548112 12.808992 2579.9124
## 63 0.227353908 0.17509230 0.20682394 42.23749 7.873792 -28.471171 -5800.1959
## 64 0.014516391 0.47430853 0.76606257 41.45326 8.070645 31.534701 3323.5950
## 65 0.128909967 0.46380382 2.50534509 NA NA NA NA
## 66 0.012196882 0.22838202 0.14664309 40.25518 7.667405 31.739172 5377.0854
## 67 0.286745662 0.19709319 0.63343122 NA NA NA NA
## 68 0.040670809 0.14261019 1.70097135 43.06996 8.642183 -26.492157 -3277.0682
## 69 0.039207659 0.15626147 0.12481899 NA NA NA NA
## 70 0.017189212 0.65990225 0.72070612 40.29246 6.873827 24.157500 2222.2731
## 71 0.036057435 0.09209085 0.12745439 NA NA NA NA
## 72 0.012246907 0.22487321 0.07536073 39.66935 6.968614 -3.732316 -600.7129
## 73 0.185567328 0.29293685 0.28197182 42.80025 8.243473 7.858191 156.6856
## 74 0.036455741 0.27846276 1.40174886 40.68700 7.640995 46.381466 4914.9433
## 75 0.054191449 0.06769332 0.06543010 42.61664 8.065378 -40.768210 -6189.2647
## 76 0.015957430 0.33723267 0.95011376 44.24613 8.098258 -18.110936 -2812.9806
## 77 0.109754706 0.41265198 0.31866491 41.82070 7.775240 23.949293 4014.6142
## 78 0.024348766 0.54838042 0.31598072 40.78964 8.097868 93.864929 14312.4573
## 79 0.021662653 0.54577698 0.72282342 43.40692 7.935987 -2.351094 -561.4391
## 80 0.121167003 0.52435863 0.84194379 45.84296 8.610601 -1.456152 -1092.5594
## 81 0.030520071 0.44827288 0.52553177 43.01237 8.377364 -12.060370 -2452.1705
## 82 0.024504754 0.34267322 0.24234168 40.44053 8.094001 29.088417 5546.7069
## 83 0.030816195 0.30240859 0.28337228 41.85259 8.046123 48.043113 8486.5525
## 84 0.031207508 0.30997159 0.19452894 43.96000 8.056566 -19.782266 -3404.0299
## 85 0.024554835 0.09221757 0.32579919 43.85664 7.818871 -36.860752 -6276.2788
## 86 0.032553165 0.42729318 0.17932866 42.81762 7.638205 -13.312812 -2111.8831
## 87 0.028924486 0.04305214 0.20126995 40.71103 7.311667 NA NA
## 88 0.036143224 0.20702273 0.76833204 41.13817 7.122076 -16.078811 -3692.1865
## 89 0.009602298 0.13897133 0.03473965 38.95505 6.717312 12.014319 2157.6878
## 90 0.050049336 0.34594334 1.01051814 43.77941 8.611828 -67.587978 -7958.5588
## 91 0.053054379 0.35135000 0.60129843 42.10568 8.223186 61.006643 8724.8916
## 92 0.127167325 0.22285693 2.04847960 43.24921 8.914699 -22.203707 -3083.1211
## 93 0.023064707 0.04557286 0.04271949 41.31524 7.980443 40.327023 7541.5281
## 94 0.018353096 0.30255465 0.05122357 39.13543 7.030489 17.607095 3307.8067
## 95 0.025480489 0.02745375 0.43563828 42.88532 6.975358 -14.157800 -2943.2669
## 96 0.013158771 0.18919366 0.54042891 41.01689 8.147968 38.922582 5520.0693
## 97 0.036488529 0.68584650 0.32942549 42.38774 7.707809 -12.019035 -2652.8743
## 98 0.014350935 0.95566333 0.60423848 41.58397 8.106571 52.645706 6138.7943
## 99 0.127921350 0.17458549 0.19750888 43.62504 8.100779 -16.699409 -2764.4715
## 100 0.028564969 0.04211164 0.35770114 43.58217 6.937257 -11.385999 -2649.4924
## d_ptraf_2 d_pwdis_2 d_pnpl_2 d_ptsdf_2 d_ozone_2 d_pm25_2
## 1 NA NA 0.5917337 26.870053 1412.7912 275.69598
## 2 NA NA -4.8455965 -20.473410 -6126.9818 -1194.02764
## 3 NA NA -2.1888089 -2.472353 -1882.2382 -321.03837
## 4 NA NA 8.6984956 62.906865 8363.9082 1560.80197
## 5 NA NA -12.4242546 -33.067156 -6622.9999 -1074.63713
## 6 NA NA -1.4888087 -5.161336 -3720.8510 -603.55075
## 7 NA NA 32.3761427 60.770019 1664.1217 307.71381
## 8 NA NA 3.9088078 10.760871 8919.1509 1639.44463
## 9 NA NA 4.1458859 20.649824 5627.3801 1112.53197
## 10 NA NA -10.6908290 -71.182700 -5627.6207 -1058.05120
## 11 NA NA -31.6276999 -155.673361 -7355.8743 -1256.31243
## 12 NA NA -1.5658187 -26.736616 -3384.0428 -652.44374
## 13 NA NA 6.1549285 -49.727602 -4691.6710 -889.47173
## 14 NA NA -2.5014372 -34.284646 -4853.3678 -927.94003
## 15 NA NA -4.2889766 -21.003086 -8023.2817 -1355.29350
## 16 NA NA -5.9471799 -37.628896 NA NA
## 17 NA NA 1.6848854 4.358018 2023.8269 383.94511
## 18 NA NA -5.1299145 108.927675 -3859.3651 -763.77852
## 19 NA NA -9.2225248 -48.818261 -5567.3707 -1158.05598
## 20 NA NA -1.5119331 -23.460125 -5475.3532 -1022.56329
## 21 NA NA 0.9058248 6.340625 2556.6407 456.73971
## 22 NA NA -2.0101190 -11.908486 -6187.3632 -1162.38009
## 23 NA NA 3.6018711 27.185857 343.2925 71.52735
## 24 NA NA 5.6111725 56.877641 4003.8245 802.22877
## 25 NA NA -8.6836342 14.583209 -837.4091 -155.75899
## 26 NA NA 51.3032435 219.351608 9598.2731 1916.24931
## 27 NA NA -5.9192294 -13.446060 NA NA
## 28 NA NA -1.5999880 -49.567393 NA NA
## 29 NA NA -2.6541790 49.439837 -4476.5123 -820.86207
## 30 NA -0.3881073 -8.3060765 -71.887248 -9617.6567 -1788.75372
## 31 NA NA 4.3315632 22.174539 10382.2872 2060.47422
## 32 NA NA 15.0891989 642.048733 8958.4183 1849.54677
## 33 NA NA 3.6399680 144.296965 10169.6682 1952.81060
## 34 NA NA 1.2231501 447.856464 3215.2821 584.02608
## 35 NA NA 0.6129208 -3.971657 689.6062 129.34560
## 36 NA NA 2.6733595 122.561959 -1630.3906 -329.21562
## 37 NA NA -0.5275630 -2.414226 -872.4392 -156.60694
## 38 NA NA -0.8971101 -3.744216 -2075.0431 -365.84585
## 39 NA NA 66.8292110 134.634349 1890.2985 371.67512
## 40 NA NA 4.1996196 23.713563 9504.4834 1826.07701
## 41 NA NA 1.8795799 846.567614 6257.0133 1147.20753
## 42 NA NA 2.7857882 48.171735 8879.3636 1704.97188
## 43 NA NA 2.5933520 14.628112 3260.2272 653.52078
## 44 NA NA -44.9660626 -43.633784 -8171.0675 -1344.17127
## 45 NA NA -22.5928132 -131.960213 -7587.5981 -1347.88146
## 46 NA NA 4.1457976 81.766808 11155.0741 2069.00279
## 47 NA NA 22.2835949 35.941428 14529.8940 2821.84540
## 48 NA NA 0.9905509 1.162028 NA NA
## 49 NA NA 1.5717447 -7.998501 -6096.9352 -1185.70080
## 50 NA NA -5.5929307 -21.810297 -3208.9149 -580.48084
## 51 NA NA -2.2163470 10.276220 -1893.8139 -394.15708
## 52 NA NA 4.0569737 7.905455 4868.1102 921.52809
## 53 26375.88 NA 2.2668094 274.399867 4221.5015 834.74241
## 54 NA NA 3.0015053 45.188111 6787.8277 1298.48307
## 55 NA NA -7.3761768 -61.355040 -7610.6373 -1511.69317
## 56 NA NA -3.2626041 -31.250327 -4837.4645 -851.39914
## 57 NA NA -3.2152458 -6.348176 -5315.1500 -1000.27333
## 58 NA NA -6.5309125 -62.643841 -7864.0550 -1288.82711
## 59 NA NA 2.6588976 4.101619 4338.0003 800.79181
## 60 NA NA 9.7903646 488.219227 4988.0378 975.92941
## 61 NA NA -3.1144198 -32.540697 -6498.1933 -1048.69635
## 62 NA NA 2.4536235 10.200370 3067.7774 542.01835
## 63 NA NA -30.5899005 -21.820700 -6697.1092 -1252.35255
## 64 NA NA 1.4960622 122.542673 4371.2015 851.37853
## 65 NA NA 0.6620284 61.446172 NA NA
## 66 NA NA 2.0529568 23.247924 7236.1099 1383.15040
## 67 NA NA 37.7457720 87.909405 NA NA
## 68 NA NA -3.5618019 7.150624 -4238.7095 -844.17852
## 69 NA NA -1.8526777 2.115135 NA NA
## 70 NA NA 1.5422046 151.600314 3479.5683 593.61949
## 71 NA NA -4.9715778 -43.661769 NA NA
## 72 NA NA -0.3830521 -5.012284 -1039.1365 -180.70475
## 73 NA NA 18.4907939 53.187849 90.9426 14.49219
## 74 NA NA 6.1619742 404.075452 6847.3815 1286.11669
## 75 NA NA -11.8460834 -13.917710 -8734.7907 -1654.64357
## 76 NA NA -1.4765618 -16.144480 -3791.8971 -693.41967
## 77 23287.06 NA 11.4159067 44.309148 4772.4339 889.46887
## 78 NA NA 11.1722174 108.347311 18175.1179 3600.08375
## 79 NA NA -0.1120998 30.122316 -831.7208 -143.43051
## 80 NA NA 1.1215722 83.884744 -1603.3524 -300.74232
## 81 NA NA -2.2982708 -22.498194 -3265.9712 -626.86692
## 82 NA NA 3.8187215 60.106797 7336.9841 1466.96740
## 83 NA NA 7.2844649 80.502987 10032.1969 1930.90257
## 84 NA NA -4.2377916 -25.704413 -4376.4992 -808.38870
## 85 NA NA -5.4273462 -61.845069 -9187.2788 -1639.36547
## 86 NA NA -2.5116317 -12.637766 -3240.1925 -578.82070
## 87 NA NA 3.9835576 2.156075 3713.3598 621.69114
## 88 NA NA -5.7060760 -77.628447 -6219.0757 -1083.50442
## 89 NA NA 1.1212571 4.175012 3618.1602 623.90660
## 90 NA NA -12.8474404 -188.926294 -9362.5210 -1870.17017
## 91 NA NA 13.0669557 173.633556 11081.3609 2164.50686
## 92 NA NA -11.3647092 -39.392885 -3800.9853 -779.20077
## 93 NA NA 6.0486761 11.418495 10088.0839 1950.18155
## 94 NA NA 2.6680361 8.512272 5146.9329 926.95529
## 95 NA NA -3.6352602 -6.007321 -5828.4766 -952.20496
## 96 NA NA 2.0729228 160.277817 6811.2478 1354.87258
## 97 NA NA -3.6963547 -1.835258 -4138.7287 -751.11986
## 98 55491.22 NA 2.6572699 84.425278 7954.1711 1549.22281
## 99 NA NA -9.7790314 -11.400715 -3990.1952 -737.88510
## 100 NA NA -3.5844913 -43.146908 -5385.6333 -856.48143
## state_name region arealand areawater npl_cnt tsdf_cnt
## 1 NA 4 9705172 247718.31 0.000000000 0.10619469
## 2 NA 4 28056590 393582.83 0.000000000 0.04166667
## 3 NA 4 55191000 337730.82 0.000000000 0.00000000
## 4 NA 4 72446218 768590.16 0.000000000 0.05263158
## 5 NA 4 50040991 367869.32 0.045454545 0.09090909
## 6 NA 4 40037633 27830.31 0.000000000 0.00000000
## 7 NA 4 61565730 9684688.54 0.028571429 0.02857143
## 8 NA 4 90542929 5454406.80 0.000000000 0.05000000
## 9 NA 4 73093152 1064866.65 0.000000000 0.06451613
## 10 NA 4 24437611 5765756.80 0.022222222 0.11111111
## 11 NA 4 11041032 58070.15 0.019480519 0.16883117
## 12 NA 4 22605981 357239.59 0.000000000 0.12068966
## 13 NA 4 9953214 74539.27 0.010638298 0.12765957
## 14 NA 4 19712782 113522.63 0.000000000 0.22580645
## 15 NA 4 103741447 30185484.17 0.000000000 0.00000000
## 16 NA 4 18259670 29597977.11 0.000000000 0.04166667
## 17 NA 4 61205150 480215.61 0.000000000 0.00000000
## 18 NA 4 10942641 399422.35 0.000000000 0.24210526
## 19 NA 4 50446868 2018138.14 0.000000000 0.05714286
## 20 NA 4 56182579 1372616.38 0.000000000 0.09523810
## 21 NA 4 31941424 11283297.29 0.000000000 0.00000000
## 22 NA 4 79543501 2145393.57 0.000000000 0.00000000
## 23 NA 4 15614148 132462.92 0.012987013 0.10389610
## 24 NA 4 51695964 930300.91 0.021276596 0.06382979
## 25 NA 4 28594956 2698672.06 0.015625000 0.04687500
## 26 NA 4 8667309 78378.02 0.010256410 0.07692308
## 27 NA 4 45227721 45668265.87 0.000000000 0.00000000
## 28 NA 4 31017168 93766326.81 0.000000000 0.06250000
## 29 NA 4 13265850 346779.90 0.000000000 0.11111111
## 30 NA 4 27318712 295964.04 0.000000000 0.08000000
## 31 NA 4 62063541 417449.38 0.000000000 0.02941176
## 32 NA 4 4849070 193160.93 0.000000000 0.25490196
## 33 NA 4 27852463 79027.81 0.000000000 0.04255319
## 34 NA 4 4346296 48495.04 0.000000000 0.19341564
## 35 NA 4 42458569 239289.40 0.000000000 0.13333333
## 36 NA 4 5325499 119233.55 0.023121387 0.13872832
## 37 NA 4 88218172 1329200.80 0.000000000 0.00000000
## 38 NA 4 94523270 3132579.12 0.000000000 0.12500000
## 39 NA 4 43057817 453239.12 0.062500000 0.21875000
## 40 NA 4 53142391 93645.31 0.000000000 0.00000000
## 41 NA 4 5728933 104180.57 0.000000000 0.25684932
## 42 NA 4 36754266 331863.08 0.000000000 0.03921569
## 43 NA 4 25264115 268315.61 0.000000000 0.03278689
## 44 NA 4 29869038 50801.62 0.041666667 0.04166667
## 45 NA 4 13415068 76909.72 0.013888889 0.15277778
## 46 NA 4 48141543 986179.95 0.000000000 0.10526316
## 47 NA 4 40416017 158293.84 0.000000000 0.00000000
## 48 NA 4 264322562 365493493.83 0.000000000 0.00000000
## 49 NA 4 13278118 537423.62 0.017857143 0.12500000
## 50 NA 4 48930129 375165.04 0.000000000 0.03846154
## 51 NA 4 24396212 137658.19 0.000000000 0.09523810
## 52 NA 4 174405280 861689.29 0.000000000 0.00000000
## 53 NA 4 17854254 289872.68 0.000000000 0.21621622
## 54 NA 4 21992128 125538.32 0.000000000 0.08510638
## 55 NA 4 15324508 467293.00 0.000000000 0.16000000
## 56 NA 4 36757340 450867.16 0.000000000 0.12903226
## 57 NA 4 47691305 378294.18 0.000000000 0.00000000
## 58 NA 4 72781108 302547.69 0.000000000 0.06250000
## 59 NA 4 56292151 35552.86 0.000000000 0.00000000
## 60 NA 4 2443328 105115.93 0.001801802 0.17837838
## 61 NA 4 40931456 116285.21 0.000000000 0.07142857
## 62 NA 4 57865566 1178178.23 0.000000000 0.04545455
## 63 NA 4 31701357 363524.12 0.052631579 0.05263158
## 64 NA 4 21534459 95043.48 0.000000000 0.13846154
## 65 NA 4 4148354 2949491.43 0.008333333 0.24166667
## 66 NA 4 63177177 1637540.14 0.000000000 0.04545455
## 67 NA 4 20556435 3864819.19 0.020833333 0.08333333
## 68 NA 4 13728066 118333.24 0.000000000 0.09333333
## 69 NA 4 67041199 44851672.15 0.000000000 0.07692308
## 70 NA 4 22600633 6220967.92 0.000000000 0.11538462
## 71 NA 4 70520162 5088548.94 0.000000000 0.03125000
## 72 NA 4 53341640 17652458.08 0.000000000 0.08333333
## 73 NA 4 39082367 1200720.04 0.038461538 0.03846154
## 74 NA 4 17600209 85915.04 0.000000000 0.17708333
## 75 NA 4 51300526 163669.58 0.000000000 0.00000000
## 76 NA 4 23560418 230245.31 0.000000000 0.13953488
## 77 NA 4 29924065 378975.37 0.024390244 0.02439024
## 78 NA 4 27879951 57686.30 0.000000000 0.05681818
## 79 NA 4 21231595 267556.83 0.000000000 0.15942029
## 80 NA 4 14092801 342931.88 0.010638298 0.12765957
## 81 NA 4 28163005 90245.92 0.000000000 0.09615385
## 82 NA 4 54430165 109418.36 0.000000000 0.02222222
## 83 NA 4 30613706 142295.74 0.000000000 0.11111111
## 84 NA 4 22247184 548755.46 0.000000000 0.06521739
## 85 NA 4 37514194 567236.87 0.000000000 0.06451613
## 86 NA 4 23430269 175213.41 0.000000000 0.05084746
## 87 NA 4 113900872 2701347.25 0.000000000 0.08333333
## 88 NA 4 39205660 204405.56 0.000000000 0.20000000
## 89 NA 4 202420784 106914890.40 0.000000000 0.00000000
## 90 NA 4 15909268 174911.46 0.000000000 0.19417476
## 91 NA 4 19809334 1278306.94 0.000000000 0.06060606
## 92 NA 4 4752042 127631.20 0.006593407 0.16263736
## 93 NA 4 74094196 2621338.93 0.000000000 0.00000000
## 94 NA 4 59830414 13018813.33 0.000000000 0.00000000
## 95 NA 4 26101949 75234.16 0.000000000 0.06451613
## 96 NA 4 19128510 131402.55 0.000000000 0.05333333
## 97 NA 4 36872637 129479.87 0.000000000 0.07547170
## 98 NA 4 17309323 260594.36 0.000000000 0.12727273
## 99 NA 4 30982004 258306.93 0.035714286 0.03571429
## 100 NA 4 62277694 117273.92 0.000000000 0.15384615
## shape_length shape_area
## 1 16632.472 15255287
## 2 32339.270 43472594
## 3 47686.766 86083790
## 4 48568.005 109294568
## 5 50378.349 78033330
## 6 45198.050 61461012
## 7 44564.024 107704421
## 8 61154.495 147220913
## 9 50571.628 109751216
## 10 26881.791 44096242
## 11 19188.706 16829296
## 12 27128.920 34938538
## 13 15343.280 15120860
## 14 23384.365 30319498
## 15 73406.074 206828689
## 16 30488.246 71248256
## 17 48318.567 95389232
## 18 19163.296 17219368
## 19 41599.773 79732056
## 20 50631.563 86252274
## 21 37789.929 66391123
## 22 60531.914 122190903
## 23 22651.292 23713701
## 24 40543.603 77242900
## 25 28380.221 46878668
## 26 14382.874 13079212
## 27 64336.665 140467177
## 28 54538.082 189463000
## 29 20407.911 20734270
## 30 32458.768 42204499
## 31 48818.850 93187525
## 32 11840.642 7726971
## 33 28704.803 42671458
## 34 11063.320 6750868
## 35 40874.076 65509433
## 36 13072.568 8191518
## 37 64364.255 138657055
## 38 63864.260 147122814
## 39 36843.194 67132497
## 40 47917.445 80468939
## 41 11907.427 8948744
## 42 32279.681 57151700
## 43 29421.345 38483227
## 44 29469.504 45304974
## 45 21643.093 20319338
## 46 42400.040 75903271
## 47 31517.511 60633209
## 48 151760.736 950206957
## 49 19971.202 21050578
## 50 43113.570 74167011
## 51 29534.581 37114395
## 52 99962.269 261941044
## 53 22462.512 27419126
## 54 26119.300 33230534
## 55 22803.171 23870414
## 56 37512.136 56516678
## 57 42171.371 72066349
## 58 55825.639 111497894
## 59 48085.940 85902875
## 60 8468.602 3829650
## 61 44699.656 62867433
## 62 47457.842 88913635
## 63 31083.286 48260569
## 64 25404.856 33088916
## 65 12658.684 10397404
## 66 51636.378 100291031
## 67 23390.838 36225054
## 68 18513.247 21232346
## 69 57417.720 167753223
## 70 24384.921 44424126
## 71 51381.074 111633040
## 72 47811.228 109183126
## 73 31776.675 62288065
## 74 21208.881 26805215
## 75 47430.436 77398465
## 76 27449.779 36162186
## 77 26139.204 45271555
## 78 30367.812 41372113
## 79 27001.804 33248253
## 80 19003.383 21903895
## 81 28997.415 42619730
## 82 43645.134 81452028
## 83 28346.420 45765284
## 84 26219.210 34310976
## 85 39602.696 58901445
## 86 29707.953 36523192
## 87 64159.966 176258315
## 88 38617.028 59158429
## 89 99363.756 472064660
## 90 20752.713 24018825
## 91 23628.939 32586051
## 92 11247.369 7431963
## 93 55853.226 118641479
## 94 45613.673 111088118
## 95 35324.135 40313310
## 96 24325.845 29025849
## 97 36349.714 56948215
## 98 21296.158 26702991
## 99 32201.204 48024718
## 100 54798.255 95288563## county target_pop num_tested per_tested num_high_lead per_highlead_h
## 1 ALAMANCE 3,897 1,951 50.1 36 0.02
## 2 ALEXANDER 721 516 71.6 3 0.60
## 3 ALLEGHANY 193 75 38.9 1 1.30
## 4 ANSON 519 204 39.3 5 2.50
## 5 ASHE 415 259 62.4 0 0.00
## 6 AVERY 272 176 64.7 3 1.70
## 7 BEAUFORT 886 675 76.2 5 0.70
## 8 BERTIE 350 266 76.0 3 1.10
## 9 BLADEN 696 472 67.8 6 1.30
## 10 BRUNSWICK 1,994 1,191 59.7 3 0.30
## 11 BUNCOMBE 4,874 2,951 60.5 19 0.60
## 12 BURKE 1,790 1,359 75.9 16 1.20
## 13 CABARRUS 5,102 2,546 49.9 21 0.80
## 14 CALDWELL 1,560 1,069 68.5 10 0.90
## 15 CAMDEN 187 106 56.7 1 0.90
## 16 CARTERET 1,068 691 64.7 7 1.00
## 17 CASWELL 422 268 63.5 4 1.50
## 18 CATAWBA 3,345 2,180 65.2 12 0.60
## 19 CHATHAM 1,313 650 49.5 3 0.50
## 20 CHEROKEE 479 292 61.0 1 0.30
## 21 CHOWAN 277 177 63.9 1 0.60
## 22 CLAY 172 96 55.8 0 0.00
## 23 CLEVELAND 2,227 1,647 74.0 14 0.90
## 24 COLUMBUS 1,144 778 68.0 10 1.30
## 25 CRAVEN 2,723 2,087 76.6 16 0.80
## 26 CUMBERLAND 10,908 3,248 29.8 47 1.40
## 27 CURRITUCK 520 165 31.7 1 0.60
## 28 DARE 662 307 46.4 1 0.30
## 29 DAVIDSON 3,513 2,634 75.0 32 1.20
## 30 DAVIE 767 516 67.3 7 1.40
## 31 DUPLIN 1,360 1,001 73.6 5 0.50
## 32 DURHAM 8,333 4,558 54.7 23 0.50
## 33 EDGECOMBE 1,224 852 69.6 8 0.90
## 34 FORSYTH 8,702 5,519 63.4 62 1.10
## 35 FRANKLIN 1,416 856 60.5 4 0.50
## 36 GASTON 5,114 2,071 40.5 15 0.70
## 37 GATES 194 102 52.6 1 1.00
## 38 GRAHAM 156 85 54.5 0 0.00
## 39 GRANVILLE 1,189 694 58.4 1 0.10
## 40 GREENE 411 308 74.9 3 1.00
## 41 GUILFORD 12,333 8,773 71.1 74 0.80
## 42 HALIFAX 1,130 866 76.6 17 2.00
## 43 HARNETT 3,731 1,833 49.1 26 1.40
## 44 HAYWOOD 1,158 780 67.4 4 0.50
## 45 HENDERSON 2,133 1,231 57.7 13 1.10
## 46 HERTFORD 460 341 74.1 6 1.80
## 47 HOKE 1,726 835 48.4 8 1.00
## 48 HYDE 69 45 65.2 1 2.20
## 49 IREDELL 3,748 2,039 54.4 14 0.70
## 50 JACKSON 738 492 66.7 3 0.60
## 51 JOHNSTON 4,617 2,469 53.5 11 0.40
## 52 JONES 194 137 70.6 0 0.00
## 53 LEE 1,551 1,050 67.7 12 1.10
## 54 LENOIR 1,240 992 80.0 17 1.70
## 55 LINCOLN 1,662 644 38.7 6 0.90
## 56 MACON 661 405 61.3 5 1.20
## 57 MADISON 398 260 65.3 3 1.20
## 58 MARTIN 495 396 80.0 5 1.30
## 59 MCDOWELL 875 570 65.1 7 1.20
## 60 MECKLENBURG 29,397 9,800 33.3 72 0.70
## 61 MITCHELL 284 86 30.3 0 0.00
## 62 MONTGOMERY 548 484 88.3 10 2.10
## 63 MOORE 2,277 1,747 76.7 13 0.70
## 64 NASH 2,156 1,651 76.6 25 1.50
## 65 NEW HANOVER 4,412 3,026 68.6 34 1.10
## 66 NORTHAMPTON 371 257 69.3 3 1.20
## 67 ONSLOW 7,983 4,811 60.3 42 0.90
## 68 ORANGE 2,313 1,169 50.5 6 0.50
## 69 PAMLICO 163 162 99.4 1 0.60
## 70 PASQUOTANK 946 742 78.4 10 1.30
## 71 PENDER 1,281 877 68.5 4 0.50
## 72 PERQUIMANS 245 177 72.2 3 1.70
## 73 PERSON 843 340 40.3 7 2.10
## 74 PITT 4,136 2,587 62.5 12 0.50
## 75 POLK 310 132 42.6 1 0.80
## 76 RANDOLPH 3,096 2,208 71.3 24 1.10
## 77 RICHMOND 1,129 893 79.1 18 2.00
## 78 ROBESON 3,481 2,514 72.2 20 0.80
## 79 ROCKINGHAM 1,773 1,058 59.7 17 1.60
## 80 ROWAN 3,181 2,035 64.0 24 1.20
## 81 RUTHERFORD 1,343 432 32.2 2 0.50
## 82 SAMPSON 1,665 1,352 81.2 14 1.00
## 83 SCOTLAND 898 671 74.7 10 1.50
## 84 STANLY 1,408 1,098 78.0 16 1.50
## 85 STOKES 800 478 59.8 7 1.50
## 86 SURRY 1,495 801 53.6 20 2.50
## 87 SWAIN 293 198 67.6 3 1.50
## 88 TRANSYLVANIA 530 365 68.9 3 0.80
## 89 TYRRELL 72 38 52.8 2 5.30
## 90 UNION 4,837 1,648 34.1 10 0.60
## 91 VANCE 1,146 606 52.9 4 0.70
## 92 WAKE 25,263 12,820 50.7 98 0.80
## 93 WARREN 335 229 68.4 4 1.70
## 94 WASHINGTON 263 161 61.2 1 0.60
## 95 WATAUGA 752 581 77.3 6 1.00
## 96 WAYNE 3,249 2,082 64.1 12 0.60
## 97 WILKES 1,345 941 70.0 7 0.70
## 98 WILSON 1,915 1,488 77.7 21 1.40
## 99 YADKIN 755 424 56.2 4 0.90
## 100 YANCEY 353 171 48.4 2 1.20
## num_tested_older five_nine very_high_lead_num fips bf_acreage objectid
## 1 2,120 10 1 37001 347.220 143210.0
## 2 569 NA NA 37003 0.000 143278.5
## 3 94 1 NA 37005 0.000 143296.0
## 4 282 NA NA 37007 20.120 143311.0
## 5 306 NA NA 37009 0.000 143331.5
## 6 190 1 NA 37011 5.710 143350.5
## 7 741 NA 1 37013 191.180 143376.0
## 8 314 NA 2 37015 NA 143403.5
## 9 516 NA 1 37017 NA 143429.0
## 10 1,345 NA NA 37019 268.390 143489.5
## 11 3,359 1 2 37021 756.890 143611.5
## 12 1,453 4 1 37023 209.040 143717.5
## 13 2,820 7 4 37025 172.830 143793.5
## 14 1,208 5 NA 37027 112.610 143871.5
## 15 110 NA NA 37029 NA 143905.5
## 16 732 1 1 37031 18.843 143944.5
## 17 311 NA NA 37033 NA 143989.5
## 18 2,382 5 3 37035 171.218 144046.0
## 19 732 NA NA 37037 516.627 144111.0
## 20 324 1 NA 37039 0.000 144139.0
## 21 190 NA 1 37041 90.980 144156.5
## 22 109 NA NA 37043 NA 144167.0
## 23 2,007 9 1 37045 187.670 144209.0
## 24 950 3 NA 37047 NA 144271.0
## 25 2,335 6 1 37049 92.500 144326.5
## 26 3,640 8 2 37051 258.110 144456.0
## 27 177 NA NA 37053 5.200 144561.0
## 28 319 1 NA 37055 NA 144584.5
## 29 2,753 5 1 37057 37.950 144654.5
## 30 544 4 1 37059 17.900 144721.0
## 31 1,331 3 2 37061 140.220 144750.5
## 32 5,104 10 3 37063 602.340 144844.0
## 33 1,004 NA 1 37065 47.680 144944.0
## 34 5,922 18 11 37067 1176.624 145089.0
## 35 951 3 1 37069 28.750 145225.5
## 36 2,314 2 NA 37071 435.010 145327.0
## 37 115 1 NA 37073 NA 145418.5
## 38 96 NA NA 37075 37.470 145427.5
## 39 773 NA NA 37077 32.980 145447.5
## 40 364 2 NA 37079 NA 145470.0
## 41 9,349 19 4 37081 647.893 145622.5
## 42 907 3 2 37083 357.970 145794.0
## 43 2,204 7 3 37085 56.210 145850.0
## 44 821 NA 1 37087 40.430 145904.5
## 45 1,428 7 1 37089 293.983 145964.5
## 46 359 2 NA 37091 NA 146010.0
## 47 931 2 2 37093 NA 146032.0
## 48 55 NA NA 37095 NA 146047.5
## 49 2,225 5 2 37097 128.300 146106.5
## 50 543 NA 1 37099 NA 146175.5
## 51 2,781 3 1 37101 75.030 146230.5
## 52 151 NA NA 37103 NA 146276.0
## 53 1,189 3 1 37105 60.830 146298.0
## 54 1,254 7 6 37107 56.240 146340.0
## 55 774 1 NA 37109 95.876 146388.5
## 56 465 1 NA 37111 15.290 146429.0
## 57 287 2 NA 37113 2.050 146458.5
## 58 594 2 NA 37115 31.570 146480.5
## 59 626 2 1 37117 147.500 146499.0
## 60 11,419 20 10 37119 9324.310 146787.0
## 61 114 NA NA 37121 NA 147071.5
## 62 521 8 NA 37123 3.550 147089.5
## 63 1,914 4 1 37125 59.430 147129.0
## 64 1,892 9 2 37127 382.280 147190.0
## 65 3,429 15 8 37129 1594.160 147282.5
## 66 277 1 NA 37131 7.100 147353.5
## 67 5,526 7 5 37133 NA 147412.5
## 68 1,283 1 1 37135 137.170 147498.0
## 69 178 1 NA 37137 NA 147542.0
## 70 800 4 2 37139 NA 147561.5
## 71 999 3 1 37141 407.250 147590.5
## 72 196 1 NA 37143 NA 147612.5
## 73 428 1 NA 37145 25.690 147631.5
## 74 2,814 2 NA 37147 82.480 147692.5
## 75 185 2 NA 37149 50.980 147746.5
## 76 2,429 4 6 37151 106.270 147795.5
## 77 1,000 3 1 37153 10.000 147859.0
## 78 2,813 5 3 37155 605.140 147923.5
## 79 1,166 5 NA 37157 NA 148002.0
## 80 2,236 3 1 37159 734.120 148083.5
## 81 659 NA NA 37161 166.200 148156.5
## 82 1,615 9 1 37163 36.910 148205.0
## 83 736 NA 1 37165 1183.260 148241.0
## 84 1,183 9 1 37167 18.930 148277.5
## 85 507 4 NA 37169 6.240 148316.0
## 86 887 5 NA 37171 166.710 148361.0
## 87 223 NA 1 37173 20.500 148396.5
## 88 402 NA NA 37175 1293.630 148415.0
## 89 46 NA 1 37177 NA 148430.0
## 90 2,209 3 4 37179 259.295 148484.0
## 91 714 NA 1 37181 38.940 148552.0
## 92 13,995 34 17 37183 1346.050 148796.0
## 93 260 2 2 37185 NA 149031.0
## 94 218 3 NA 37187 24.000 149046.0
## 95 641 2 NA 37189 38.880 149069.0
## 96 2,475 8 1 37191 94.460 149122.0
## 97 977 4 1 37193 28.350 149186.0
## 98 1,560 8 8 37195 48.380 149240.0
## 99 470 3 NA 37197 NA 149281.5
## 100 205 NA NA 37199 79.670 149302.0
## id acstotpop acsipovbas acseducbas acstothh acstothu minorpop
## 1 370010210849 1421.0265 1381.9292 956.0265 566.8938 617.2478 503.21239
## 2 370030404211 1546.6250 1489.5000 1113.5833 571.7500 683.2917 203.08333
## 3 370059501911 997.5455 986.3636 749.3636 431.4545 741.8182 129.54545
## 4 370079203792 1331.8947 1235.2105 952.2105 500.8421 610.2105 737.78947
## 5 370099705093 1217.5455 1202.3182 919.6364 536.5909 802.2273 90.27273
## 6 370119302633 1093.8125 889.4375 820.2500 411.6875 885.3750 137.68750
## 7 370139305119 1349.8000 1334.8857 963.2000 552.1429 740.8571 461.40000
## 8 370159602653 982.2000 916.1000 726.7500 398.8000 492.0500 645.45000
## 9 370179503874 1089.6129 1073.8710 779.0000 450.5806 576.6774 493.93548
## 10 370190311557 1409.5556 1397.6333 1101.2000 602.5111 966.3111 257.18889
## 11 370210021244 1652.4286 1610.6039 1208.5195 695.4091 789.5519 270.78571
## 12 370230207959 1546.7586 1500.0000 1108.1724 597.7931 708.4828 283.50000
## 13 370250416577 2143.0638 2123.5319 1415.4787 769.1383 830.7766 710.84043
## 14 370270307780 1319.0161 1299.3710 947.6774 525.7097 612.0968 163.98387
## 15 370299501018 1741.1667 1741.1667 1209.8333 639.3333 704.6667 341.16667
## 16 370319712691 957.2222 938.3194 721.5972 412.3611 693.2083 130.50000
## 17 370339303502 1263.6667 1212.7778 926.2222 506.1111 598.7778 490.72222
## 18 370350109627 1649.7789 1620.6842 1138.6105 643.1474 723.0842 398.57895
## 19 370370204075 1994.0286 1970.6571 1458.8857 815.0571 901.5714 567.68571
## 20 370399303768 1317.5238 1299.6667 1011.0000 566.4286 862.0952 115.09524
## 21 370419301439 1014.6429 991.0714 750.3571 427.4286 521.5000 407.85714
## 22 370439501431 1544.7143 1540.7143 1185.4286 723.1429 1044.1429 97.14286
## 23 370459508295 1261.8052 1237.1688 863.0909 478.9870 565.9610 340.15584
## 24 370479307747 1197.7234 1131.8723 837.7872 474.5957 558.5106 487.14894
## 25 370499606981 1610.6562 1527.4375 1054.0000 638.6094 732.9844 548.75000
## 26 370510124581 1703.1077 1622.6923 1050.3641 638.0410 747.8923 953.65128
## 27 370531689347 1719.7333 1707.4667 1218.5333 676.5333 1037.1333 220.26667
## 28 370559716072 1116.9062 1110.5312 832.8125 482.5312 1078.5938 138.96875
## 29 370570611163 1524.6667 1501.8148 1066.8796 606.2130 688.0648 297.37037
## 30 370590803882 1679.6400 1666.8400 1196.3200 639.9600 743.2800 257.16000
## 31 370610904745 1737.1176 1717.1176 1174.5882 640.6176 761.0588 838.00000
## 32 370630079165 2002.9869 1914.5490 1369.0000 806.8235 872.0850 1157.01307
## 33 370650208556 1134.7234 1117.7872 778.2979 454.7021 530.7447 722.08511
## 34 370670028099 1529.1070 1486.3169 1022.5185 603.6420 672.3539 657.32099
## 35 370690604511 2163.4000 2109.0667 1493.8000 824.9667 933.7333 788.60000
## 36 370710318228 1251.9364 1234.0000 862.4740 471.0636 530.5145 337.69364
## 37 370739701902 1156.3000 1149.0000 834.5000 447.7000 533.6000 427.50000
## 38 370759202252 1069.6250 1053.0000 755.2500 411.0000 752.1250 141.12500
## 39 370779704545 1839.8125 1752.8438 1293.0625 657.1875 752.1562 769.37500
## 40 370799501855 1616.0000 1433.4615 1149.3846 558.3846 639.6923 857.30769
## 41 370810172130 1793.0890 1734.3836 1194.0342 694.2842 776.5171 880.81849
## 42 370839306181 1014.4510 986.4902 713.5490 414.0392 508.2157 623.52941
## 43 370850708508 2137.0656 2078.4098 1372.9672 739.1148 839.8361 816.90164
## 44 370879219090 1259.0208 1242.8333 941.1458 548.6667 737.4583 89.58333
## 45 370899317175 1578.1250 1558.7500 1169.4306 670.5694 790.8194 264.83333
## 46 370919502535 1271.2105 1154.3158 880.5789 468.3684 559.5789 846.05263
## 47 370939706096 2129.5600 2062.1600 1364.0000 708.8800 828.3600 1270.96000
## 48 370959434502 898.8333 793.5000 642.6667 294.8333 541.5000 369.16667
## 49 370970610202 1540.4018 1524.8839 1053.8482 582.5536 650.3036 365.90179
## 50 370999493464 1625.2308 1478.5385 1037.6538 640.0769 1041.2692 309.76923
## 51 371010408370 2275.8571 2252.4405 1505.4167 799.4524 877.2024 722.50000
## 52 371039202145 1385.0000 1379.2857 1038.7143 591.0000 708.2857 522.00000
## 53 371050304233 1625.0000 1598.8378 1087.7027 587.6757 661.1622 681.72973
## 54 371070108067 1217.5957 1190.5957 847.1277 491.9362 586.1702 615.59574
## 55 371090706750 1628.8200 1612.0200 1157.9400 640.4400 704.5400 243.36000
## 56 371119705425 1455.1290 1420.5484 1051.3226 579.3871 687.0000 182.16129
## 57 371139704221 1228.9286 1219.2857 924.0000 560.6786 912.7500 131.57143
## 58 371150104565 1337.8125 1271.0625 953.5000 528.2500 680.7500 79.06250
## 59 371179703478 1097.8095 1088.7619 788.9524 451.0000 552.7619 526.23810
## 60 371190095454 1899.6649 1872.1045 1269.1874 727.1099 785.2162 1001.04685
## 61 371219502502 1074.2857 1043.8571 795.4286 454.3571 629.4286 81.64286
## 62 371239602824 1242.6364 1193.0909 863.3182 473.2273 737.9545 456.45455
## 63 371259506046 1677.7018 1657.1228 1212.9123 683.5965 818.2105 382.59649
## 64 371270107872 1446.2000 1415.4923 994.6615 564.9231 659.6308 717.64615
## 65 371290277119 1868.5917 1811.1083 1272.2250 780.3000 910.3667 428.13333
## 66 371319202461 917.5455 876.8182 683.1364 392.1818 530.4545 562.77273
## 67 371330115437 2019.9167 1806.2708 1074.7917 667.3438 817.7188 678.06250
## 68 371350112661 1905.8400 1757.1867 1185.9067 700.3867 766.6933 584.18667
## 69 371379532247 980.1538 923.6154 764.9231 411.6923 593.9231 252.61538
## 70 371399604432 1518.4231 1424.8077 1031.3077 568.4615 658.0000 685.80769
## 71 371419224926 1844.3750 1804.7500 1299.9375 680.1875 893.7812 465.06250
## 72 371439201510 1121.5833 1107.8333 842.8333 493.2500 594.6667 312.91667
## 73 371459203659 1511.7308 1489.3077 1074.0000 605.5385 708.7692 508.34615
## 74 371470010013 1847.6250 1776.1458 1113.4271 720.5104 818.3646 837.21875
## 75 371499201939 1704.8333 1679.0833 1316.9167 753.9167 972.8333 242.91667
## 76 371510309193 1662.3023 1641.6395 1146.8605 651.6395 722.6395 343.16279
## 77 371539706076 1102.1707 1064.3415 745.6098 452.3415 521.4634 470.43902
## 78 371559610364 1516.3864 1475.2386 973.3864 522.3750 603.0114 1129.88636
## 79 371570408473 1322.7536 1301.7246 948.7536 539.1449 637.3478 363.60870
## 80 371590511557 1485.1596 1440.2979 1019.7447 556.3936 652.4362 410.07447
## 81 371619606697 1279.4615 1255.8846 912.0000 506.6346 659.1346 211.90385
## 82 371639705205 1412.4667 1392.7556 944.8222 523.0444 613.5556 688.71111
## 83 371650103414 1306.0000 1208.3333 876.8148 485.6667 566.4815 736.51852
## 84 371679307617 1328.5652 1286.3261 927.2826 515.5870 600.8261 254.45652
## 85 371690704139 1480.8065 1462.8710 1083.9355 622.6452 715.6774 129.74194
## 86 371719306591 1222.0169 1204.6780 858.9322 491.2712 576.7797 192.89831
## 87 371739568841 1187.8333 1171.7500 821.4167 453.5833 745.9167 448.83333
## 88 371759603526 1340.5200 1298.7600 1014.6000 564.9200 782.4000 129.96000
## 89 371779601002 823.8000 685.0000 660.8000 326.2000 445.8000 384.40000
## 90 371790205833 2200.9126 2173.0485 1398.4078 729.7573 773.2427 603.22330
## 91 371819605639 1347.9394 1324.2424 907.1212 510.7273 609.6061 808.51515
## 92 371830572273 2300.1275 2251.0352 1527.2132 858.2374 926.2110 912.88132
## 93 371859502142 1335.5333 1271.8667 961.1333 518.6667 796.5333 823.80000
## 94 371879501670 810.4000 797.0000 559.0667 338.2000 430.5333 450.13333
## 95 371899205460 1745.7097 1560.2903 999.4839 656.6129 1081.2903 141.67742
## 96 371910008519 1653.3600 1608.5867 1094.7333 642.0400 720.9867 764.82667
## 97 371939606553 1291.6981 1271.4906 925.7925 535.0000 631.6981 160.75472
## 98 371950008696 1478.8364 1450.4364 1004.5818 584.1455 654.6364 780.90909
## 99 371970503224 1345.1786 1332.5000 951.1786 551.7143 621.4643 209.21429
## 100 371999602314 1359.0000 1346.8462 1009.1538 569.3846 862.3846 100.53846
## minorpct lowincome lowincpct lesshs lesshspct under5 under5pct
## 1 0.36638784 549.8673 0.4174402 138.30973 0.16106337 82.71681 0.05534797
## 2 0.13480558 582.7917 0.3879962 205.16667 0.19521105 75.91667 0.05013226
## 3 0.12637604 481.3636 0.4884076 175.09091 0.23365562 40.09091 0.04003484
## 4 0.55959010 581.5263 0.4721476 185.36842 0.19164984 62.94737 0.04794065
## 5 0.07734615 455.0455 0.3879327 144.86364 0.16137970 53.36364 0.04277098
## 6 0.09512622 402.4375 0.4580288 145.31250 0.15824990 40.18750 0.03719168
## 7 0.38511595 572.0000 0.4676535 119.65714 0.13187570 65.48571 0.04784239
## 8 0.59923326 458.7500 0.4699756 154.75000 0.18105236 42.20000 0.04088192
## 9 0.45789805 556.0645 0.5282522 154.77419 0.19129775 57.90323 0.05804781
## 10 0.14800353 435.1333 0.2979744 105.81111 0.09390192 58.94444 0.03692417
## 11 0.16561525 542.2013 0.3552642 109.04545 0.09264570 83.55844 0.05113294
## 12 0.16181111 630.1552 0.4088125 211.34483 0.19905904 73.68966 0.04662198
## 13 0.33755975 597.0532 0.3273445 141.51064 0.12475242 137.61702 0.06447769
## 14 0.13623437 536.4839 0.4369692 192.14516 0.20592006 66.72581 0.05082282
## 15 0.16031274 497.8333 0.2440306 173.66667 0.12930086 82.00000 0.03515260
## 16 0.12501450 283.9583 0.2754435 63.93056 0.08136868 41.16667 0.03641695
## 17 0.38997361 467.7222 0.3974021 190.22222 0.20542034 58.77778 0.04116708
## 18 0.23764023 584.0211 0.3637524 168.67368 0.15466219 93.47368 0.05579495
## 19 0.26847936 578.9429 0.3080175 172.17143 0.13077810 98.65714 0.04966536
## 20 0.07971821 534.5714 0.4130994 138.66667 0.14873041 53.76190 0.03644420
## 21 0.32891504 431.2143 0.3595807 120.14286 0.13844495 47.42857 0.03680705
## 22 0.05476915 673.8571 0.4301222 136.85714 0.12365401 57.28571 0.04092866
## 23 0.28879995 562.4156 0.4598837 138.31169 0.16966641 69.98701 0.05510341
## 24 0.39639378 544.1489 0.4751125 154.51064 0.17251402 59.97872 0.04705761
## 25 0.37025334 535.5312 0.3790846 124.32812 0.13466670 104.43750 0.06345879
## 26 0.56149506 676.5846 0.4321061 97.44103 0.10091263 130.36923 0.07146213
## 27 0.10272042 473.8667 0.2669347 132.00000 0.09136921 93.33333 0.04177162
## 28 0.08847438 323.4688 0.2152911 56.03125 0.05064283 52.40625 0.03357815
## 29 0.21677356 574.2407 0.4134189 176.68519 0.18121879 83.22222 0.05200953
## 30 0.15259076 505.0400 0.2957047 159.16000 0.13818610 79.24000 0.04207496
## 31 0.47423996 911.8824 0.5152684 303.44118 0.25129382 109.44118 0.06085651
## 32 0.55135742 634.9935 0.3464626 158.88889 0.13382685 134.18954 0.06250197
## 33 0.65018190 569.2553 0.5205601 158.25532 0.20412254 66.85106 0.05850100
## 34 0.43480323 554.8148 0.3857062 114.95885 0.12358054 93.57613 0.05999410
## 35 0.41599298 757.2000 0.3926509 237.13333 0.17316196 121.16667 0.05503708
## 36 0.29255741 468.1503 0.4083612 131.69364 0.16806135 74.67052 0.05784186
## 37 0.37502417 345.2000 0.3064562 114.50000 0.13856905 47.60000 0.03636652
## 38 0.13159889 507.2500 0.5102192 143.87500 0.20654299 44.62500 0.04369245
## 39 0.44902076 585.7812 0.3574983 203.81250 0.17857174 90.59375 0.04478424
## 40 0.50874970 696.4615 0.4430114 297.69231 0.25728639 82.15385 0.04960535
## 41 0.50324802 636.1678 0.4118908 129.90411 0.12543561 106.83562 0.06099475
## 42 0.61896109 514.8431 0.5291127 160.84314 0.23226848 53.37255 0.04872362
## 43 0.38726791 826.8197 0.4079665 187.45902 0.14666013 160.75410 0.06782200
## 44 0.06974944 417.1250 0.3501710 112.14583 0.12502418 59.64583 0.04432084
## 45 0.17175784 485.0972 0.3301508 118.69444 0.10951766 76.79167 0.04756194
## 46 0.67658559 552.7368 0.4943198 183.00000 0.21197049 58.42105 0.04714758
## 47 0.59910684 894.6000 0.4519992 190.76000 0.15621910 186.16000 0.07442228
## 48 0.26815016 344.1667 0.3094445 118.16667 0.12494005 46.66667 0.03172541
## 49 0.24765476 452.4196 0.3213845 116.20536 0.12328063 85.83036 0.05558499
## 50 0.17013023 603.6923 0.4158219 120.80769 0.11329549 75.00000 0.04741464
## 51 0.33985099 790.8690 0.4130195 206.82143 0.16867690 146.63095 0.06400544
## 52 0.35035799 711.2857 0.5212350 191.00000 0.18566867 61.85714 0.04480687
## 53 0.43721250 654.8378 0.4262892 180.08108 0.18384519 104.89189 0.06509165
## 54 0.55905630 572.2128 0.5143607 165.95745 0.21593098 69.74468 0.05918334
## 55 0.15357922 564.7800 0.3792087 167.14000 0.15292776 82.28000 0.05396395
## 56 0.13220938 604.5806 0.4300900 170.41935 0.16820049 63.61290 0.03928795
## 57 0.10542701 453.8929 0.3840277 104.92857 0.11932434 60.10714 0.04991263
## 58 0.05580211 489.9375 0.3966755 139.31250 0.15180438 59.75000 0.04371874
## 59 0.52007524 463.4286 0.4439387 131.76190 0.16717262 58.71429 0.05121487
## 60 0.50884357 553.1171 0.3028222 125.91171 0.10285855 128.72072 0.06522193
## 61 0.07417470 367.3571 0.3517350 122.92857 0.17358753 47.78571 0.03800812
## 62 0.35259915 526.7727 0.4545660 178.77273 0.20578410 68.77273 0.04861627
## 63 0.24504187 482.3333 0.3225237 116.36842 0.11253872 94.08772 0.05588676
## 64 0.51998861 506.5538 0.3901742 145.21538 0.16136440 81.32308 0.05293687
## 65 0.23430134 627.8333 0.3617816 89.73333 0.07403077 94.28333 0.04764066
## 66 0.58645946 420.3182 0.4662727 140.36364 0.19343314 42.09091 0.04624607
## 67 0.33634818 716.0208 0.3990539 94.21875 0.09443355 182.72917 0.08478579
## 68 0.30402591 507.9200 0.3056277 86.37333 0.07371168 87.90667 0.04260098
## 69 0.25052233 365.2308 0.3808610 91.69231 0.11334706 35.61538 0.03404130
## 70 0.46773913 537.5769 0.4061748 139.42308 0.14148143 95.61538 0.07014012
## 71 0.24093321 569.4688 0.3090140 162.15625 0.12100185 104.65625 0.04728447
## 72 0.24381010 423.6667 0.3265051 113.41667 0.11926838 51.00000 0.04028613
## 73 0.35292864 557.1154 0.3897150 146.65385 0.15027934 79.19231 0.05030882
## 74 0.45184130 775.5521 0.4590553 117.94792 0.11242899 108.76042 0.05492115
## 75 0.13838409 547.0000 0.3180246 119.41667 0.08926729 56.50000 0.03136032
## 76 0.20997913 655.4651 0.4104823 213.19767 0.19328012 94.16279 0.05679491
## 77 0.41900496 522.1220 0.5046213 147.19512 0.19642232 67.78049 0.06309203
## 78 0.73012599 808.3068 0.5562222 223.26136 0.23339339 102.69318 0.06975701
## 79 0.26714038 528.5652 0.4101226 165.13043 0.17479987 68.18841 0.04927362
## 80 0.28923702 552.0213 0.3882254 150.19149 0.15112388 83.77660 0.05400757
## 81 0.17218671 530.8269 0.4278625 158.55769 0.17539240 65.25000 0.04654670
## 82 0.50048924 668.5778 0.4881783 210.93333 0.21708758 90.91111 0.06240875
## 83 0.57434103 626.5185 0.5494986 176.70370 0.19973572 81.55556 0.06262461
## 84 0.20703864 472.6522 0.3902536 138.23913 0.15191692 74.76087 0.05447396
## 85 0.09390145 493.3226 0.3482443 178.35484 0.17394059 66.16129 0.04351066
## 86 0.15398007 512.8475 0.4217325 186.35593 0.21400064 62.88136 0.05045109
## 87 0.29115646 559.7500 0.4205642 178.41667 0.20406917 74.83333 0.04973617
## 88 0.08474291 501.1600 0.3971499 116.00000 0.11777856 56.40000 0.04337018
## 89 0.38438057 352.2000 0.4084500 161.80000 0.20181076 23.40000 0.02435449
## 90 0.27861942 518.3592 0.2668766 142.47573 0.11648696 129.07767 0.05687711
## 91 0.66034214 661.1212 0.5370607 181.75758 0.21836497 83.75758 0.07088052
## 92 0.37327769 527.2527 0.2515221 110.94725 0.07780403 145.90989 0.05845153
## 93 0.57548578 581.4667 0.4378546 187.53333 0.18868625 57.13333 0.04445049
## 94 0.49759896 385.0000 0.4404899 112.20000 0.18006760 42.40000 0.04705728
## 95 0.08092238 685.9032 0.4140439 104.61290 0.09945259 57.67742 0.03805517
## 96 0.48479155 722.3067 0.4656346 174.01333 0.17173443 111.17333 0.06342114
## 97 0.12670923 549.6226 0.4335968 198.52830 0.21727845 64.24528 0.04622024
## 98 0.57064458 632.2545 0.4934099 197.81818 0.22799302 87.72727 0.05433693
## 99 0.15066664 556.3214 0.4282694 180.42857 0.18439632 70.71429 0.05350090
## 100 0.07497696 610.1538 0.4525804 159.69231 0.15618317 63.53846 0.04504534
## over64 over64pct pre1960 pre1960pct vuleopct vuleo dispeo
## 1 232.8053 0.1771052 149.39823 0.26917124 0.3919140 535.9212 32.591983
## 2 295.3750 0.1978350 98.83333 0.15204557 0.2614009 405.8671 -141.949213
## 3 254.7273 0.2567598 111.36364 0.14555685 0.3073918 308.8310 -44.500683
## 4 228.5789 0.1856193 162.52632 0.27776011 0.5158688 670.7667 199.008126
## 5 292.1364 0.2449194 138.45455 0.18089747 0.2326394 276.5605 -154.695441
## 6 231.2500 0.2414349 132.43750 0.20044189 0.2765775 300.3192 -87.110398
## 7 308.8000 0.2338142 140.51429 0.21691664 0.4263847 519.7859 41.685262
## 8 206.2500 0.2105177 114.80000 0.23759821 0.5346044 572.3331 224.436740
## 9 217.8065 0.2077864 86.12903 0.16127426 0.4930751 530.2882 144.346120
## 10 413.1333 0.3172753 32.61111 0.04079631 0.2229890 348.2231 -151.043062
## 11 313.5844 0.1882356 182.86364 0.25920849 0.2604397 414.2111 -171.080960
## 12 296.4828 0.2045420 157.81034 0.22869348 0.2853118 468.8633 -79.000322
## 13 273.9255 0.1423851 148.53191 0.24402483 0.3324521 657.2000 -101.875670
## 14 249.4516 0.1942544 141.27419 0.25445192 0.2866018 354.1364 -113.060554
## 15 297.0000 0.1499563 118.00000 0.15064087 0.2021717 419.5000 -197.223193
## 16 225.5139 0.2491433 88.25000 0.14579878 0.2002290 209.5189 -129.530331
## 17 255.0000 0.2043939 143.33333 0.22032932 0.3936879 495.2352 47.643057
## 18 281.4632 0.1737724 132.84211 0.20538870 0.3006963 497.5845 -86.769046
## 19 465.8857 0.2216028 110.14286 0.14734296 0.2882484 576.4735 -129.813681
## 20 372.2381 0.2927199 98.76190 0.12519774 0.2464088 329.2558 -137.412566
## 21 237.2857 0.2037117 135.00000 0.20327347 0.3442479 424.2037 64.816078
## 22 453.1429 0.2840903 128.42857 0.12577411 0.2424457 386.4494 -160.690102
## 23 226.2078 0.1892872 116.22078 0.21392041 0.3743418 454.6878 7.754956
## 24 229.6170 0.2052754 116.02128 0.21920903 0.4357531 530.8153 106.580370
## 25 289.7344 0.1856566 107.82812 0.19839682 0.3746689 547.6264 -22.869893
## 26 191.2821 0.1234708 75.18462 0.12772951 0.4968006 828.0457 224.803074
## 27 266.4000 0.1572178 72.06667 0.07546156 0.1848275 349.8125 -259.318962
## 28 224.4062 0.1591291 87.46875 0.06585532 0.1518827 232.1986 -163.410813
## 29 267.2130 0.1801980 125.62963 0.20380424 0.3150962 442.1939 -97.844722
## 30 332.5200 0.2021550 133.28000 0.19491758 0.2241477 382.7131 -212.217265
## 31 300.8529 0.1803315 148.17647 0.19559573 0.4947542 880.0032 264.714198
## 32 242.1961 0.1355834 142.73203 0.21464011 0.4489100 915.7598 206.299586
## 33 208.2766 0.1971776 141.44681 0.28564615 0.5853710 649.2844 247.364121
## 34 232.6420 0.1587560 138.97119 0.23743353 0.4102547 611.1772 69.565758
## 35 347.2333 0.1769237 122.73333 0.14287362 0.4043219 783.4805 17.201756
## 36 195.1272 0.1653679 118.75723 0.25656432 0.3504593 407.1872 -36.250065
## 37 221.3000 0.2040917 121.70000 0.24954233 0.3407402 387.6701 -21.892642
## 38 248.7500 0.2319127 98.62500 0.15145431 0.3209090 328.2875 -50.574856
## 39 297.4688 0.1792519 123.90625 0.22249930 0.4032595 696.1428 44.479119
## 40 245.7692 0.1483293 117.38462 0.17642192 0.4758806 804.7418 232.352740
## 41 259.3836 0.1476139 144.51712 0.25187886 0.4575694 772.4190 137.304832
## 42 198.0980 0.2124153 141.98039 0.32554635 0.5740369 577.5869 218.267264
## 43 252.6885 0.1390586 119.26230 0.16789414 0.3976172 834.1685 77.217501
## 44 303.0833 0.2356631 170.29167 0.27994441 0.2099602 256.1733 -189.773316
## 45 395.8889 0.2535953 111.01389 0.14655408 0.2509543 379.2198 -179.753889
## 46 238.5263 0.1945493 124.47368 0.24906385 0.5854527 730.2465 279.982308
## 47 192.7600 0.1116875 64.80000 0.10680578 0.5255530 1096.9498 342.657287
## 48 147.8333 0.1205571 72.33333 0.08205631 0.2887973 385.0393 66.671538
## 49 234.3661 0.1568829 96.66964 0.17699338 0.2845196 412.0953 -133.516704
## 50 306.7692 0.2006694 121.57692 0.12965477 0.2929761 494.0606 -81.597925
## 51 289.3571 0.1462530 115.14286 0.17331659 0.3764352 761.6580 -44.453147
## 52 293.2857 0.2049262 154.00000 0.22027435 0.4357965 618.1292 127.560687
## 53 256.7027 0.1586252 113.48649 0.19075968 0.4317508 675.1211 99.544223
## 54 233.1064 0.1924665 163.97872 0.31277669 0.5367085 600.3022 169.028421
## 55 275.2200 0.1702729 100.84000 0.17838677 0.2663940 407.8475 -169.082360
## 56 283.7097 0.2056833 145.67742 0.21931611 0.2811497 401.6876 -113.720770
## 57 344.7500 0.2819852 146.17857 0.17015179 0.2447273 294.2633 -141.024552
## 58 280.3750 0.2184594 153.93750 0.23739674 0.2262388 294.0973 -179.757404
## 59 239.5238 0.2352747 161.95238 0.29790155 0.4820070 496.8406 107.995216
## 60 202.1928 0.1133439 85.37117 0.13903627 0.4058329 780.2090 107.345544
## 61 257.7857 0.2524531 167.78571 0.28102585 0.2129549 229.5586 -150.954604
## 62 238.9545 0.2055715 155.72727 0.24909687 0.4035826 513.8405 73.697335
## 63 398.2105 0.2316239 110.12281 0.16990685 0.2837828 435.6780 -158.565803
## 64 250.6769 0.1859334 125.01538 0.21611892 0.4550814 617.7099 105.464282
## 65 311.8917 0.1643263 132.41667 0.19807151 0.2980415 543.1824 -118.674851
## 66 222.7727 0.2596166 140.77273 0.29890600 0.5263661 504.4648 179.469161
## 67 174.9688 0.1040546 67.39583 0.11383226 0.3677010 726.9245 11.467733
## 68 244.8533 0.1307914 98.25333 0.14245257 0.3048268 576.5700 -98.480650
## 69 275.6154 0.2586799 96.30769 0.16168913 0.3156917 322.7673 -24.404257
## 70 244.8846 0.1725477 160.92308 0.31534397 0.4369570 624.2673 86.440134
## 71 323.0938 0.1809942 87.90625 0.11462612 0.2749736 523.4460 -129.833675
## 72 298.5833 0.1937675 96.50000 0.14325266 0.2851576 371.1532 -26.112882
## 73 277.9615 0.2040040 150.92308 0.23806169 0.3713218 537.5622 2.105488
## 74 228.5312 0.1349315 89.69792 0.16668811 0.4554483 821.9861 167.555219
## 75 501.3333 0.3053656 223.66667 0.22659512 0.2282044 398.8702 -204.983705
## 76 281.5465 0.1738452 126.93023 0.18688962 0.3102307 504.3061 -84.483258
## 77 187.6098 0.1703379 122.90244 0.26032744 0.4618131 504.4140 114.023843
## 78 215.3977 0.1465583 109.00000 0.20357671 0.6431741 980.2410 443.135290
## 79 256.6377 0.2021050 196.75362 0.31364523 0.3386315 450.2984 -18.222421
## 80 249.5319 0.1753235 175.23404 0.29282884 0.3387312 490.9233 -35.121845
## 81 264.5192 0.2189072 163.69231 0.26517778 0.3000246 377.0244 -76.162290
## 82 241.4667 0.1768444 120.44444 0.20907603 0.4943338 683.7422 183.444967
## 83 220.7407 0.1778456 121.22222 0.24794633 0.5619198 702.2288 239.642104
## 84 244.3913 0.1884201 185.00000 0.34485209 0.2986461 371.7971 -98.782171
## 85 293.4839 0.2079573 115.22581 0.16485219 0.2210729 314.8444 -209.658893
## 86 240.4915 0.2018956 137.57627 0.23097666 0.2878563 357.2810 -75.558754
## 87 227.5833 0.1929271 107.25000 0.14826737 0.3558603 508.1537 87.421784
## 88 389.0000 0.2880976 145.44000 0.22364280 0.2409464 323.8429 -150.970825
## 89 175.2000 0.1794784 127.80000 0.23118452 0.3964153 384.6713 92.880395
## 90 264.7476 0.1287587 67.33981 0.10678785 0.2727480 566.8866 -212.679081
## 91 234.7273 0.1739225 133.51515 0.26420751 0.5987014 740.7816 263.339938
## 92 250.2242 0.1242591 65.79341 0.10077470 0.3123999 727.1955 -87.512275
## 93 315.7333 0.2488037 144.33333 0.20662887 0.5066702 716.6377 243.590316
## 94 184.9333 0.2228574 97.13333 0.20507851 0.4690444 418.3383 131.293687
## 95 264.5161 0.1773820 135.35484 0.14139952 0.2474831 482.2409 -136.091413
## 96 257.6267 0.1637939 123.17333 0.20809333 0.4752131 752.3040 166.682069
## 97 264.2830 0.2089182 122.67925 0.21392598 0.2801530 359.9629 -97.558045
## 98 251.0727 0.1758329 146.32727 0.27139031 0.5320272 715.1185 191.312987
## 99 257.4286 0.1938092 145.67857 0.24983535 0.2894680 385.4222 -91.041604
## 100 336.8462 0.2496380 170.30769 0.21326206 0.2637787 358.0441 -123.315183
## dslpm cancer resp ptraf pwdis pnpl prmp
## 1 0.31652977 34.59308 0.4576592 NA NA 0.018487268 0.46651075
## 2 0.17280304 30.84475 0.3938572 NA NA 0.037912568 0.09692420
## 3 0.09937925 21.84325 0.2680125 NA NA 0.049249745 0.04654865
## 4 0.17955891 35.18457 0.4911926 NA NA 0.045261657 0.05523394
## 5 0.09294807 20.98061 0.2573567 NA NA 0.070518297 0.02690828
## 6 0.09034049 20.49582 0.2441193 NA NA 0.016394080 0.02883423
## 7 0.15565777 26.63451 0.3599771 NA NA 0.156930039 0.21707499
## 8 0.13397961 26.28007 0.3434102 NA NA 0.016108952 0.17717621
## 9 0.14271858 29.93067 0.4174150 NA NA 0.025594423 0.18182049
## 10 NA NA NA NA NA 0.069348304 0.14680634
## 11 0.25221749 27.28900 0.3505627 NA NA 0.170159994 0.23896088
## 12 0.22037398 32.32983 0.4271602 NA NA 0.018509797 0.60736785
## 13 0.43115183 38.02914 0.5219152 NA NA 0.215837087 0.40999325
## 14 0.20561481 31.33500 0.4103644 NA NA 0.020028869 0.79875696
## 15 0.15473071 23.80679 0.3058080 NA NA 0.016490846 0.14004003
## 16 NA NA NA NA NA 0.042450175 0.04642283
## 17 0.17573368 30.89038 0.4054905 NA NA 0.038654448 0.09087409
## 18 0.27514719 35.77856 0.4574717 NA NA 0.043979867 0.71651389
## 19 0.21132811 33.67628 0.4570581 NA NA 0.030940689 0.39990107
## 20 0.11272115 25.91320 0.3310356 NA NA 0.011506724 0.11398211
## 21 0.14649305 24.60909 0.3230565 NA NA 0.012155968 0.04779760
## 22 0.09703504 24.81827 0.3090753 NA NA 0.012503830 0.05276495
## 23 0.27300703 36.16066 0.4749268 NA NA 0.106017820 0.39733422
## 24 0.14971195 30.14047 0.4188799 NA NA 0.038614054 0.06998162
## 25 0.15709208 28.68126 0.4230975 NA NA 0.106926145 0.42529881
## 26 NA NA NA NA NA 0.172371297 0.38488849
## 27 NA NA NA NA NA 0.016751439 0.09288359
## 28 NA NA NA NA NA 0.007005027 0.16419952
## 29 0.30975191 35.46591 0.4711024 NA NA 0.027097171 0.47450556
## 30 0.26214080 33.62059 0.4463013 NA 0.001438777 0.039966488 0.19717246
## 31 0.15359399 29.10694 0.3960308 NA NA 0.018890780 0.19092452
## 32 0.42433954 39.47396 0.4954464 NA NA 0.072952634 0.48767075
## 33 0.21027140 29.79396 0.3903928 NA NA 0.015702364 0.60229497
## 34 0.32319878 35.65933 0.4513286 NA NA 0.027115581 0.45475852
## 35 0.19755063 32.25461 0.4315558 NA NA 0.029152717 0.14192604
## 36 0.37583540 39.66390 0.5181158 NA NA 0.333406657 1.08978188
## 37 0.15082953 26.09084 0.3409217 NA NA 0.022082794 0.05798133
## 38 0.08549048 22.75260 0.2944589 NA NA 0.015646146 0.05651647
## 39 0.22703138 34.50889 0.4544088 NA NA 0.309771440 0.23518987
## 40 0.15781048 28.32582 0.3730194 NA NA 0.018346811 0.06687062
## 41 NA NA NA NA NA 0.014239096 0.68341145
## 42 0.22280477 31.13998 0.4217635 NA NA 0.012602661 0.48075172
## 43 0.21282488 34.21505 0.4802159 NA NA 0.031884113 0.26290582
## 44 0.13080635 22.33353 0.2847963 NA NA 0.263121311 0.56991820
## 45 NA NA NA NA NA 0.159313674 0.19636730
## 46 0.15574047 27.98550 0.3665439 NA NA 0.014607220 0.08537003
## 47 NA NA NA NA NA 0.075163949 0.69033708
## 48 NA NA NA NA NA 0.008852141 0.01458916
## 49 0.33445751 35.22766 0.4816882 NA NA 0.167157907 0.65273912
## 50 0.10358560 22.44427 0.2850856 NA NA 0.061130664 0.13627221
## 51 0.26336824 32.23070 0.4457265 NA NA 0.025035707 0.41393380
## 52 0.12913767 28.38102 0.4164428 NA NA 0.030255525 0.07672506
## 53 0.23751193 34.57777 0.5685818 129.5365 NA 0.024198807 0.32997824
## 54 0.19174867 28.79850 0.3973143 NA NA 0.018016999 0.40917782
## 55 0.27066314 35.37423 0.4688820 NA NA 0.040408049 0.53119444
## 56 0.18049430 27.73757 0.3567475 NA NA 0.027711393 0.22703076
## 57 0.10728014 24.04552 0.3083235 NA NA 0.023084511 0.26052792
## 58 0.12293083 23.88297 0.3029172 NA NA 0.033400503 0.11140618
## 59 0.15708419 26.69859 0.3526753 NA NA 0.031709454 0.17037817
## 60 NA NA NA NA NA 0.067862546 0.66508485
## 61 0.11498830 22.19441 0.2720081 NA NA 0.020664862 0.04479133
## 62 0.16986314 34.81807 0.4974464 NA NA 0.024453482 0.29464461
## 63 0.18304542 35.46156 0.4806656 NA NA 0.227353908 0.17509230
## 64 0.25970971 31.13754 0.4141487 NA NA 0.014516391 0.47430853
## 65 NA NA NA NA NA 0.128909967 0.46380382
## 66 0.16710775 29.46246 0.3895834 NA NA 0.012196882 0.22838202
## 67 NA NA NA NA NA 0.286745662 0.19709319
## 68 0.34352809 36.04644 0.4767221 NA NA 0.040670809 0.14261019
## 69 NA NA NA NA NA 0.039207659 0.15626147
## 70 0.20981541 24.66018 0.3213893 NA NA 0.017189212 0.65990225
## 71 NA NA NA NA NA 0.036057435 0.09209085
## 72 0.14477123 23.80005 0.3060401 NA NA 0.012246907 0.22487321
## 73 0.19609886 31.66348 0.4144187 NA NA 0.185567328 0.29293685
## 74 0.24078693 29.04834 0.3926509 NA NA 0.036455741 0.27846276
## 75 0.19421313 30.18075 0.3892443 NA NA 0.054191449 0.06769332
## 76 0.26155204 34.46271 0.4531987 NA NA 0.015957430 0.33723267
## 77 0.20145933 35.34499 0.4992846 138.3595 NA 0.109754706 0.41265198
## 78 0.22040500 32.47018 0.4575729 NA NA 0.024348766 0.54838042
## 79 0.21340966 31.89096 0.4139661 NA NA 0.021662653 0.54577698
## 80 0.35304974 36.59263 0.4923564 NA NA 0.121167003 0.52435863
## 81 0.21621754 34.06881 0.4507877 NA NA 0.030520071 0.44827288
## 82 0.16318634 30.51232 0.4137775 NA NA 0.024504754 0.34267322
## 83 0.19567271 35.15641 0.4991327 NA NA 0.030816195 0.30240859
## 84 0.25156630 38.86160 0.4982897 NA NA 0.031207508 0.30997159
## 85 0.17646868 29.92433 0.3784246 NA NA 0.024554835 0.09221757
## 86 0.18749997 28.03075 0.3634573 NA NA 0.032553165 0.42729318
## 87 NA NA NA NA NA 0.028924486 0.04305214
## 88 0.10196269 24.20718 0.2988564 NA NA 0.036143224 0.20702273
## 89 0.12935258 23.23082 0.2950123 NA NA 0.009602298 0.13897133
## 90 0.33612482 36.75110 0.5062466 NA NA 0.050049336 0.34594334
## 91 0.23126831 33.08215 0.4339669 NA NA 0.053054379 0.35135000
## 92 0.42932467 36.51520 0.4943147 NA NA 0.127167325 0.22285693
## 93 0.16923835 30.93600 0.4110591 NA NA 0.023064707 0.04557286
## 94 0.13331156 24.87767 0.3325719 NA NA 0.018353096 0.30255465
## 95 0.12426784 21.94132 0.2672414 NA NA 0.025480489 0.02745375
## 96 0.20878279 31.65313 0.4197343 NA NA 0.013158771 0.18919366
## 97 0.15159615 27.88877 0.3647305 NA NA 0.036488529 0.68584650
## 98 0.25919652 31.51647 0.4133079 201.7222 NA 0.014350935 0.95566333
## 99 0.20863734 30.39726 0.4044873 NA NA 0.127921350 0.17458549
## 100 0.09633023 21.61371 0.2668410 NA NA 0.028564969 0.04211164
## ptsdf ozone pm25 d_dslpm_2 d_cancr_2 d_ptraf_2 d_pwdis_2
## 1 1.08713271 43.45316 8.297337 20.551376 1203.8700 NA NA
## 2 0.12815287 43.16748 8.401689 -24.041662 -4428.8246 NA NA
## 3 0.04657801 42.31874 7.133256 -4.067480 -987.8557 NA NA
## 4 0.23587285 42.09358 7.856333 36.596005 7057.9545 NA NA
## 5 0.22496000 42.85610 6.934824 -13.882709 -3251.3249 NA NA
## 6 0.05077100 42.75757 6.909698 -7.962184 -1806.5473 NA NA
## 7 0.27701601 39.17018 7.163471 11.160443 1190.8372 NA NA
## 8 0.05320158 39.68727 7.278513 30.140105 5922.3808 NA NA
## 9 0.16304169 39.02552 7.724246 20.639936 4327.5557 NA NA
## 10 0.36927853 37.20899 7.038491 NA NA NA NA
## 11 1.47101235 43.01987 7.345986 -34.807720 -4595.5819 NA NA
## 12 0.60848659 42.68886 8.180606 -14.220791 -2495.3479 NA NA
## 13 0.67363869 46.20573 8.761144 -33.020743 -3669.8362 NA NA
## 14 1.46360828 42.81260 8.063705 -19.448456 -3585.2037 NA NA
## 15 0.09201705 40.84772 6.815600 -31.166904 -4722.7950 NA NA
## 16 0.29240034 NA NA NA NA NA NA
## 17 0.11376247 42.59759 8.082435 7.942334 1467.0650 NA NA
## 18 1.54476147 44.06155 8.792430 -17.436018 -2885.2142 NA NA
## 19 0.14415137 42.77030 8.350016 -32.181789 -4622.3431 NA NA
## 20 0.15278969 39.93143 7.372454 -16.497980 -3658.6480 NA NA
## 21 0.06446356 39.48394 7.050079 10.168985 1613.3788 NA NA
## 22 0.07688091 38.52373 7.243753 -15.284781 -3979.9191 NA NA
## 23 0.61789945 43.77920 8.837614 6.773251 343.0038 NA NA
## 24 0.31620173 37.60878 7.551723 16.496518 3253.2133 NA NA
## 25 0.37592439 38.15876 7.074984 -1.149317 -815.0022 NA NA
## 26 0.95848908 42.57637 8.496981 NA NA NA NA
## 27 0.04610997 NA NA NA NA NA NA
## 28 0.21525972 NA NA NA NA NA NA
## 29 0.85883220 45.75724 8.415621 -18.788098 -3233.2286 NA NA
## 30 0.32604591 45.29172 8.444352 -54.564412 -7137.7812 NA -0.3881073
## 31 0.11223393 38.91913 7.685799 42.282331 7716.2569 NA NA
## 32 2.53619109 43.33128 8.889867 99.323169 8727.8340 NA NA
## 33 0.44352947 41.06751 7.849900 59.011437 7571.0044 NA NA
## 34 2.80220190 45.62033 8.323611 32.605858 2701.6437 NA NA
## 35 0.26961895 42.36211 8.351386 1.722497 535.1733 NA NA
## 36 1.69676397 44.64218 9.068831 -5.934967 -1126.4565 NA NA
## 37 0.07133688 39.87465 7.206519 -3.327160 -566.2376 NA NA
## 38 0.07363816 41.10496 7.178174 -5.027040 -1171.6520 NA NA
## 39 0.82028443 42.89987 8.461853 16.227701 1752.3992 NA NA
## 40 0.09456515 40.92197 7.861686 36.680871 6588.0666 NA NA
## 41 3.47950235 45.49677 8.297834 NA NA NA NA
## 42 0.39617224 40.64639 7.813898 43.870843 6684.4612 NA NA
## 43 0.17011664 42.33418 8.512906 17.262215 2627.8827 NA NA
## 44 0.23949379 43.09712 7.094344 -23.576567 -4205.6319 NA NA
## 45 0.85179504 42.23842 7.545074 NA NA NA NA
## 46 0.24381093 39.84965 7.400615 42.835331 7816.2670 NA NA
## 47 0.12642215 42.44037 8.237348 NA NA NA NA
## 48 0.01079700 NA NA NA NA NA NA
## 49 0.78886206 45.18093 8.764580 -39.305533 -4823.7465 NA NA
## 50 0.16023591 40.21792 7.084506 -10.091257 -1871.3535 NA NA
## 51 0.23723157 41.76211 8.473712 -9.279486 -1500.3830 NA NA
## 52 0.06736424 38.41021 7.287337 16.318307 3657.2599 NA NA
## 53 0.98595583 42.39778 8.334647 28.768817 3472.7808 26375.88 NA
## 54 0.24472760 40.11526 7.688266 35.785793 4908.2969 NA NA
## 55 0.71207911 44.62358 8.937224 -40.577344 -5884.8501 NA NA
## 56 0.40135613 42.49923 7.532774 -16.968279 -3077.8925 NA NA
## 57 0.04351834 37.77120 7.115526 -13.922160 -3354.1415 NA NA
## 58 0.27539939 43.80217 7.177182 -22.799946 -4321.9475 NA NA
## 59 0.03827832 40.02853 7.372141 17.610881 2897.1718 NA NA
## 60 2.90562508 45.63926 9.053602 NA NA NA NA
## 61 0.20259426 42.99487 6.937168 -17.519777 -3352.1092 NA NA
## 62 0.13744873 42.48438 7.548112 12.808992 2579.9124 NA NA
## 63 0.20682394 42.23749 7.873792 -28.471171 -5800.1959 NA NA
## 64 0.76606257 41.45326 8.070645 31.534701 3323.5950 NA NA
## 65 2.50534509 NA NA NA NA NA NA
## 66 0.14664309 40.25518 7.667405 31.739172 5377.0854 NA NA
## 67 0.63343122 NA NA NA NA NA NA
## 68 1.70097135 43.06996 8.642183 -26.492157 -3277.0682 NA NA
## 69 0.12481899 NA NA NA NA NA NA
## 70 0.72070612 40.29246 6.873827 24.157500 2222.2731 NA NA
## 71 0.12745439 NA NA NA NA NA NA
## 72 0.07536073 39.66935 6.968614 -3.732316 -600.7129 NA NA
## 73 0.28197182 42.80025 8.243473 7.858191 156.6856 NA NA
## 74 1.40174886 40.68700 7.640995 46.381466 4914.9433 NA NA
## 75 0.06543010 42.61664 8.065378 -40.768210 -6189.2647 NA NA
## 76 0.95011376 44.24613 8.098258 -18.110936 -2812.9806 NA NA
## 77 0.31866491 41.82070 7.775240 23.949293 4014.6142 23287.06 NA
## 78 0.31598072 40.78964 8.097868 93.864929 14312.4573 NA NA
## 79 0.72282342 43.40692 7.935987 -2.351094 -561.4391 NA NA
## 80 0.84194379 45.84296 8.610601 -1.456152 -1092.5594 NA NA
## 81 0.52553177 43.01237 8.377364 -12.060370 -2452.1705 NA NA
## 82 0.24234168 40.44053 8.094001 29.088417 5546.7069 NA NA
## 83 0.28337228 41.85259 8.046123 48.043113 8486.5525 NA NA
## 84 0.19452894 43.96000 8.056566 -19.782266 -3404.0299 NA NA
## 85 0.32579919 43.85664 7.818871 -36.860752 -6276.2788 NA NA
## 86 0.17932866 42.81762 7.638205 -13.312812 -2111.8831 NA NA
## 87 0.20126995 40.71103 7.311667 NA NA NA NA
## 88 0.76833204 41.13817 7.122076 -16.078811 -3692.1865 NA NA
## 89 0.03473965 38.95505 6.717312 12.014319 2157.6878 NA NA
## 90 1.01051814 43.77941 8.611828 -67.587978 -7958.5588 NA NA
## 91 0.60129843 42.10568 8.223186 61.006643 8724.8916 NA NA
## 92 2.04847960 43.24921 8.914699 -22.203707 -3083.1211 NA NA
## 93 0.04271949 41.31524 7.980443 40.327023 7541.5281 NA NA
## 94 0.05122357 39.13543 7.030489 17.607095 3307.8067 NA NA
## 95 0.43563828 42.88532 6.975358 -14.157800 -2943.2669 NA NA
## 96 0.54042891 41.01689 8.147968 38.922582 5520.0693 NA NA
## 97 0.32942549 42.38774 7.707809 -12.019035 -2652.8743 NA NA
## 98 0.60423848 41.58397 8.106571 52.645706 6138.7943 55491.22 NA
## 99 0.19750888 43.62504 8.100779 -16.699409 -2764.4715 NA NA
## 100 0.35770114 43.58217 6.937257 -11.385999 -2649.4924 NA NA
## d_pnpl_2 d_ptsdf_2 d_ozone_2 d_pm25_2 state_name region arealand
## 1 0.5917337 26.870053 1412.7912 275.69598 NA 4 9705172
## 2 -4.8455965 -20.473410 -6126.9818 -1194.02764 NA 4 28056590
## 3 -2.1888089 -2.472353 -1882.2382 -321.03837 NA 4 55191000
## 4 8.6984956 62.906865 8363.9082 1560.80197 NA 4 72446218
## 5 -12.4242546 -33.067156 -6622.9999 -1074.63713 NA 4 50040991
## 6 -1.4888087 -5.161336 -3720.8510 -603.55075 NA 4 40037633
## 7 32.3761427 60.770019 1664.1217 307.71381 NA 4 61565730
## 8 3.9088078 10.760871 8919.1509 1639.44463 NA 4 90542929
## 9 4.1458859 20.649824 5627.3801 1112.53197 NA 4 73093152
## 10 -10.6908290 -71.182700 -5627.6207 -1058.05120 NA 4 24437611
## 11 -31.6276999 -155.673361 -7355.8743 -1256.31243 NA 4 11041032
## 12 -1.5658187 -26.736616 -3384.0428 -652.44374 NA 4 22605981
## 13 6.1549285 -49.727602 -4691.6710 -889.47173 NA 4 9953214
## 14 -2.5014372 -34.284646 -4853.3678 -927.94003 NA 4 19712782
## 15 -4.2889766 -21.003086 -8023.2817 -1355.29350 NA 4 103741447
## 16 -5.9471799 -37.628896 NA NA NA 4 18259670
## 17 1.6848854 4.358018 2023.8269 383.94511 NA 4 61205150
## 18 -5.1299145 108.927675 -3859.3651 -763.77852 NA 4 10942641
## 19 -9.2225248 -48.818261 -5567.3707 -1158.05598 NA 4 50446868
## 20 -1.5119331 -23.460125 -5475.3532 -1022.56329 NA 4 56182579
## 21 0.9058248 6.340625 2556.6407 456.73971 NA 4 31941424
## 22 -2.0101190 -11.908486 -6187.3632 -1162.38009 NA 4 79543501
## 23 3.6018711 27.185857 343.2925 71.52735 NA 4 15614148
## 24 5.6111725 56.877641 4003.8245 802.22877 NA 4 51695964
## 25 -8.6836342 14.583209 -837.4091 -155.75899 NA 4 28594956
## 26 51.3032435 219.351608 9598.2731 1916.24931 NA 4 8667309
## 27 -5.9192294 -13.446060 NA NA NA 4 45227721
## 28 -1.5999880 -49.567393 NA NA NA 4 31017168
## 29 -2.6541790 49.439837 -4476.5123 -820.86207 NA 4 13265850
## 30 -8.3060765 -71.887248 -9617.6567 -1788.75372 NA 4 27318712
## 31 4.3315632 22.174539 10382.2872 2060.47422 NA 4 62063541
## 32 15.0891989 642.048733 8958.4183 1849.54677 NA 4 4849070
## 33 3.6399680 144.296965 10169.6682 1952.81060 NA 4 27852463
## 34 1.2231501 447.856464 3215.2821 584.02608 NA 4 4346296
## 35 0.6129208 -3.971657 689.6062 129.34560 NA 4 42458569
## 36 2.6733595 122.561959 -1630.3906 -329.21562 NA 4 5325499
## 37 -0.5275630 -2.414226 -872.4392 -156.60694 NA 4 88218172
## 38 -0.8971101 -3.744216 -2075.0431 -365.84585 NA 4 94523270
## 39 66.8292110 134.634349 1890.2985 371.67512 NA 4 43057817
## 40 4.1996196 23.713563 9504.4834 1826.07701 NA 4 53142391
## 41 1.8795799 846.567614 6257.0133 1147.20753 NA 4 5728933
## 42 2.7857882 48.171735 8879.3636 1704.97188 NA 4 36754266
## 43 2.5933520 14.628112 3260.2272 653.52078 NA 4 25264115
## 44 -44.9660626 -43.633784 -8171.0675 -1344.17127 NA 4 29869038
## 45 -22.5928132 -131.960213 -7587.5981 -1347.88146 NA 4 13415068
## 46 4.1457976 81.766808 11155.0741 2069.00279 NA 4 48141543
## 47 22.2835949 35.941428 14529.8940 2821.84540 NA 4 40416017
## 48 0.9905509 1.162028 NA NA NA 4 264322562
## 49 1.5717447 -7.998501 -6096.9352 -1185.70080 NA 4 13278118
## 50 -5.5929307 -21.810297 -3208.9149 -580.48084 NA 4 48930129
## 51 -2.2163470 10.276220 -1893.8139 -394.15708 NA 4 24396212
## 52 4.0569737 7.905455 4868.1102 921.52809 NA 4 174405280
## 53 2.2668094 274.399867 4221.5015 834.74241 NA 4 17854254
## 54 3.0015053 45.188111 6787.8277 1298.48307 NA 4 21992128
## 55 -7.3761768 -61.355040 -7610.6373 -1511.69317 NA 4 15324508
## 56 -3.2626041 -31.250327 -4837.4645 -851.39914 NA 4 36757340
## 57 -3.2152458 -6.348176 -5315.1500 -1000.27333 NA 4 47691305
## 58 -6.5309125 -62.643841 -7864.0550 -1288.82711 NA 4 72781108
## 59 2.6588976 4.101619 4338.0003 800.79181 NA 4 56292151
## 60 9.7903646 488.219227 4988.0378 975.92941 NA 4 2443328
## 61 -3.1144198 -32.540697 -6498.1933 -1048.69635 NA 4 40931456
## 62 2.4536235 10.200370 3067.7774 542.01835 NA 4 57865566
## 63 -30.5899005 -21.820700 -6697.1092 -1252.35255 NA 4 31701357
## 64 1.4960622 122.542673 4371.2015 851.37853 NA 4 21534459
## 65 0.6620284 61.446172 NA NA NA 4 4148354
## 66 2.0529568 23.247924 7236.1099 1383.15040 NA 4 63177177
## 67 37.7457720 87.909405 NA NA NA 4 20556435
## 68 -3.5618019 7.150624 -4238.7095 -844.17852 NA 4 13728066
## 69 -1.8526777 2.115135 NA NA NA 4 67041199
## 70 1.5422046 151.600314 3479.5683 593.61949 NA 4 22600633
## 71 -4.9715778 -43.661769 NA NA NA 4 70520162
## 72 -0.3830521 -5.012284 -1039.1365 -180.70475 NA 4 53341640
## 73 18.4907939 53.187849 90.9426 14.49219 NA 4 39082367
## 74 6.1619742 404.075452 6847.3815 1286.11669 NA 4 17600209
## 75 -11.8460834 -13.917710 -8734.7907 -1654.64357 NA 4 51300526
## 76 -1.4765618 -16.144480 -3791.8971 -693.41967 NA 4 23560418
## 77 11.4159067 44.309148 4772.4339 889.46887 NA 4 29924065
## 78 11.1722174 108.347311 18175.1179 3600.08375 NA 4 27879951
## 79 -0.1120998 30.122316 -831.7208 -143.43051 NA 4 21231595
## 80 1.1215722 83.884744 -1603.3524 -300.74232 NA 4 14092801
## 81 -2.2982708 -22.498194 -3265.9712 -626.86692 NA 4 28163005
## 82 3.8187215 60.106797 7336.9841 1466.96740 NA 4 54430165
## 83 7.2844649 80.502987 10032.1969 1930.90257 NA 4 30613706
## 84 -4.2377916 -25.704413 -4376.4992 -808.38870 NA 4 22247184
## 85 -5.4273462 -61.845069 -9187.2788 -1639.36547 NA 4 37514194
## 86 -2.5116317 -12.637766 -3240.1925 -578.82070 NA 4 23430269
## 87 3.9835576 2.156075 3713.3598 621.69114 NA 4 113900872
## 88 -5.7060760 -77.628447 -6219.0757 -1083.50442 NA 4 39205660
## 89 1.1212571 4.175012 3618.1602 623.90660 NA 4 202420784
## 90 -12.8474404 -188.926294 -9362.5210 -1870.17017 NA 4 15909268
## 91 13.0669557 173.633556 11081.3609 2164.50686 NA 4 19809334
## 92 -11.3647092 -39.392885 -3800.9853 -779.20077 NA 4 4752042
## 93 6.0486761 11.418495 10088.0839 1950.18155 NA 4 74094196
## 94 2.6680361 8.512272 5146.9329 926.95529 NA 4 59830414
## 95 -3.6352602 -6.007321 -5828.4766 -952.20496 NA 4 26101949
## 96 2.0729228 160.277817 6811.2478 1354.87258 NA 4 19128510
## 97 -3.6963547 -1.835258 -4138.7287 -751.11986 NA 4 36872637
## 98 2.6572699 84.425278 7954.1711 1549.22281 NA 4 17309323
## 99 -9.7790314 -11.400715 -3990.1952 -737.88510 NA 4 30982004
## 100 -3.5844913 -43.146908 -5385.6333 -856.48143 NA 4 62277694
## areawater npl_cnt tsdf_cnt shape_length shape_area
## 1 247718.31 0.000000000 0.10619469 16632.472 15255287
## 2 393582.83 0.000000000 0.04166667 32339.270 43472594
## 3 337730.82 0.000000000 0.00000000 47686.766 86083790
## 4 768590.16 0.000000000 0.05263158 48568.005 109294568
## 5 367869.32 0.045454545 0.09090909 50378.349 78033330
## 6 27830.31 0.000000000 0.00000000 45198.050 61461012
## 7 9684688.54 0.028571429 0.02857143 44564.024 107704421
## 8 5454406.80 0.000000000 0.05000000 61154.495 147220913
## 9 1064866.65 0.000000000 0.06451613 50571.628 109751216
## 10 5765756.80 0.022222222 0.11111111 26881.791 44096242
## 11 58070.15 0.019480519 0.16883117 19188.706 16829296
## 12 357239.59 0.000000000 0.12068966 27128.920 34938538
## 13 74539.27 0.010638298 0.12765957 15343.280 15120860
## 14 113522.63 0.000000000 0.22580645 23384.365 30319498
## 15 30185484.17 0.000000000 0.00000000 73406.074 206828689
## 16 29597977.11 0.000000000 0.04166667 30488.246 71248256
## 17 480215.61 0.000000000 0.00000000 48318.567 95389232
## 18 399422.35 0.000000000 0.24210526 19163.296 17219368
## 19 2018138.14 0.000000000 0.05714286 41599.773 79732056
## 20 1372616.38 0.000000000 0.09523810 50631.563 86252274
## 21 11283297.29 0.000000000 0.00000000 37789.929 66391123
## 22 2145393.57 0.000000000 0.00000000 60531.914 122190903
## 23 132462.92 0.012987013 0.10389610 22651.292 23713701
## 24 930300.91 0.021276596 0.06382979 40543.603 77242900
## 25 2698672.06 0.015625000 0.04687500 28380.221 46878668
## 26 78378.02 0.010256410 0.07692308 14382.874 13079212
## 27 45668265.87 0.000000000 0.00000000 64336.665 140467177
## 28 93766326.81 0.000000000 0.06250000 54538.082 189463000
## 29 346779.90 0.000000000 0.11111111 20407.911 20734270
## 30 295964.04 0.000000000 0.08000000 32458.768 42204499
## 31 417449.38 0.000000000 0.02941176 48818.850 93187525
## 32 193160.93 0.000000000 0.25490196 11840.642 7726971
## 33 79027.81 0.000000000 0.04255319 28704.803 42671458
## 34 48495.04 0.000000000 0.19341564 11063.320 6750868
## 35 239289.40 0.000000000 0.13333333 40874.076 65509433
## 36 119233.55 0.023121387 0.13872832 13072.568 8191518
## 37 1329200.80 0.000000000 0.00000000 64364.255 138657055
## 38 3132579.12 0.000000000 0.12500000 63864.260 147122814
## 39 453239.12 0.062500000 0.21875000 36843.194 67132497
## 40 93645.31 0.000000000 0.00000000 47917.445 80468939
## 41 104180.57 0.000000000 0.25684932 11907.427 8948744
## 42 331863.08 0.000000000 0.03921569 32279.681 57151700
## 43 268315.61 0.000000000 0.03278689 29421.345 38483227
## 44 50801.62 0.041666667 0.04166667 29469.504 45304974
## 45 76909.72 0.013888889 0.15277778 21643.093 20319338
## 46 986179.95 0.000000000 0.10526316 42400.040 75903271
## 47 158293.84 0.000000000 0.00000000 31517.511 60633209
## 48 365493493.83 0.000000000 0.00000000 151760.736 950206957
## 49 537423.62 0.017857143 0.12500000 19971.202 21050578
## 50 375165.04 0.000000000 0.03846154 43113.570 74167011
## 51 137658.19 0.000000000 0.09523810 29534.581 37114395
## 52 861689.29 0.000000000 0.00000000 99962.269 261941044
## 53 289872.68 0.000000000 0.21621622 22462.512 27419126
## 54 125538.32 0.000000000 0.08510638 26119.300 33230534
## 55 467293.00 0.000000000 0.16000000 22803.171 23870414
## 56 450867.16 0.000000000 0.12903226 37512.136 56516678
## 57 378294.18 0.000000000 0.00000000 42171.371 72066349
## 58 302547.69 0.000000000 0.06250000 55825.639 111497894
## 59 35552.86 0.000000000 0.00000000 48085.940 85902875
## 60 105115.93 0.001801802 0.17837838 8468.602 3829650
## 61 116285.21 0.000000000 0.07142857 44699.656 62867433
## 62 1178178.23 0.000000000 0.04545455 47457.842 88913635
## 63 363524.12 0.052631579 0.05263158 31083.286 48260569
## 64 95043.48 0.000000000 0.13846154 25404.856 33088916
## 65 2949491.43 0.008333333 0.24166667 12658.684 10397404
## 66 1637540.14 0.000000000 0.04545455 51636.378 100291031
## 67 3864819.19 0.020833333 0.08333333 23390.838 36225054
## 68 118333.24 0.000000000 0.09333333 18513.247 21232346
## 69 44851672.15 0.000000000 0.07692308 57417.720 167753223
## 70 6220967.92 0.000000000 0.11538462 24384.921 44424126
## 71 5088548.94 0.000000000 0.03125000 51381.074 111633040
## 72 17652458.08 0.000000000 0.08333333 47811.228 109183126
## 73 1200720.04 0.038461538 0.03846154 31776.675 62288065
## 74 85915.04 0.000000000 0.17708333 21208.881 26805215
## 75 163669.58 0.000000000 0.00000000 47430.436 77398465
## 76 230245.31 0.000000000 0.13953488 27449.779 36162186
## 77 378975.37 0.024390244 0.02439024 26139.204 45271555
## 78 57686.30 0.000000000 0.05681818 30367.812 41372113
## 79 267556.83 0.000000000 0.15942029 27001.804 33248253
## 80 342931.88 0.010638298 0.12765957 19003.383 21903895
## 81 90245.92 0.000000000 0.09615385 28997.415 42619730
## 82 109418.36 0.000000000 0.02222222 43645.134 81452028
## 83 142295.74 0.000000000 0.11111111 28346.420 45765284
## 84 548755.46 0.000000000 0.06521739 26219.210 34310976
## 85 567236.87 0.000000000 0.06451613 39602.696 58901445
## 86 175213.41 0.000000000 0.05084746 29707.953 36523192
## 87 2701347.25 0.000000000 0.08333333 64159.966 176258315
## 88 204405.56 0.000000000 0.20000000 38617.028 59158429
## 89 106914890.40 0.000000000 0.00000000 99363.756 472064660
## 90 174911.46 0.000000000 0.19417476 20752.713 24018825
## 91 1278306.94 0.000000000 0.06060606 23628.939 32586051
## 92 127631.20 0.006593407 0.16263736 11247.369 7431963
## 93 2621338.93 0.000000000 0.00000000 55853.226 118641479
## 94 13018813.33 0.000000000 0.00000000 45613.673 111088118
## 95 75234.16 0.000000000 0.06451613 35324.135 40313310
## 96 131402.55 0.000000000 0.05333333 24325.845 29025849
## 97 129479.87 0.000000000 0.07547170 36349.714 56948215
## 98 260594.36 0.000000000 0.12727273 21296.158 26702991
## 99 258306.93 0.035714286 0.03571429 32201.204 48024718
## 100 117273.92 0.000000000 0.15384615 54798.255 95288563## county num_tested per_tested num_high_lead per_highlead_h
## 1 ALAMANCE 1,951 50.1 36 0.02
## 2 ALEXANDER 516 71.6 3 0.60
## 3 ALLEGHANY 75 38.9 1 1.30
## 4 ANSON 204 39.3 5 2.50
## 5 ASHE 259 62.4 0 0.00
## 6 AVERY 176 64.7 3 1.70
## 7 BEAUFORT 675 76.2 5 0.70
## 8 BERTIE 266 76.0 3 1.10
## 9 BLADEN 472 67.8 6 1.30
## 10 BRUNSWICK 1,191 59.7 3 0.30
## 11 BUNCOMBE 2,951 60.5 19 0.60
## 12 BURKE 1,359 75.9 16 1.20
## 13 CABARRUS 2,546 49.9 21 0.80
## 14 CALDWELL 1,069 68.5 10 0.90
## 15 CAMDEN 106 56.7 1 0.90
## 16 CARTERET 691 64.7 7 1.00
## 17 CASWELL 268 63.5 4 1.50
## 18 CATAWBA 2,180 65.2 12 0.60
## 19 CHATHAM 650 49.5 3 0.50
## 20 CHEROKEE 292 61.0 1 0.30
## 21 CHOWAN 177 63.9 1 0.60
## 22 CLAY 96 55.8 0 0.00
## 23 CLEVELAND 1,647 74.0 14 0.90
## 24 COLUMBUS 778 68.0 10 1.30
## 25 CRAVEN 2,087 76.6 16 0.80
## 26 CUMBERLAND 3,248 29.8 47 1.40
## 27 CURRITUCK 165 31.7 1 0.60
## 28 DARE 307 46.4 1 0.30
## 29 DAVIDSON 2,634 75.0 32 1.20
## 30 DAVIE 516 67.3 7 1.40
## 31 DUPLIN 1,001 73.6 5 0.50
## 32 DURHAM 4,558 54.7 23 0.50
## 33 EDGECOMBE 852 69.6 8 0.90
## 34 FORSYTH 5,519 63.4 62 1.10
## 35 FRANKLIN 856 60.5 4 0.50
## 36 GASTON 2,071 40.5 15 0.70
## 37 GATES 102 52.6 1 1.00
## 38 GRAHAM 85 54.5 0 0.00
## 39 GRANVILLE 694 58.4 1 0.10
## 40 GREENE 308 74.9 3 1.00
## 41 GUILFORD 8,773 71.1 74 0.80
## 42 HALIFAX 866 76.6 17 2.00
## 43 HARNETT 1,833 49.1 26 1.40
## 44 HAYWOOD 780 67.4 4 0.50
## 45 HENDERSON 1,231 57.7 13 1.10
## 46 HERTFORD 341 74.1 6 1.80
## 47 HOKE 835 48.4 8 1.00
## 48 HYDE 45 65.2 1 2.20
## 49 IREDELL 2,039 54.4 14 0.70
## 50 JACKSON 492 66.7 3 0.60
## 51 JOHNSTON 2,469 53.5 11 0.40
## 52 JONES 137 70.6 0 0.00
## 53 LEE 1,050 67.7 12 1.10
## 54 LENOIR 992 80.0 17 1.70
## 55 LINCOLN 644 38.7 6 0.90
## 56 MACON 405 61.3 5 1.20
## 57 MADISON 260 65.3 3 1.20
## 58 MARTIN 396 80.0 5 1.30
## 59 MCDOWELL 570 65.1 7 1.20
## 60 MECKLENBURG 9,800 33.3 72 0.70
## 61 MITCHELL 86 30.3 0 0.00
## 62 MONTGOMERY 484 88.3 10 2.10
## 63 MOORE 1,747 76.7 13 0.70
## 64 NASH 1,651 76.6 25 1.50
## 65 NEW HANOVER 3,026 68.6 34 1.10
## 66 NORTHAMPTON 257 69.3 3 1.20
## 67 ONSLOW 4,811 60.3 42 0.90
## 68 ORANGE 1,169 50.5 6 0.50
## 69 PAMLICO 162 99.4 1 0.60
## 70 PASQUOTANK 742 78.4 10 1.30
## 71 PENDER 877 68.5 4 0.50
## 72 PERQUIMANS 177 72.2 3 1.70
## 73 PERSON 340 40.3 7 2.10
## 74 PITT 2,587 62.5 12 0.50
## 75 POLK 132 42.6 1 0.80
## 76 RANDOLPH 2,208 71.3 24 1.10
## 77 RICHMOND 893 79.1 18 2.00
## 78 ROBESON 2,514 72.2 20 0.80
## 79 ROCKINGHAM 1,058 59.7 17 1.60
## 80 ROWAN 2,035 64.0 24 1.20
## 81 RUTHERFORD 432 32.2 2 0.50
## 82 SAMPSON 1,352 81.2 14 1.00
## 83 SCOTLAND 671 74.7 10 1.50
## 84 STANLY 1,098 78.0 16 1.50
## 85 STOKES 478 59.8 7 1.50
## 86 SURRY 801 53.6 20 2.50
## 87 SWAIN 198 67.6 3 1.50
## 88 TRANSYLVANIA 365 68.9 3 0.80
## 89 TYRRELL 38 52.8 2 5.30
## 90 UNION 1,648 34.1 10 0.60
## 91 VANCE 606 52.9 4 0.70
## 92 WAKE 12,820 50.7 98 0.80
## 93 WARREN 229 68.4 4 1.70
## 94 WASHINGTON 161 61.2 1 0.60
## 95 WATAUGA 581 77.3 6 1.00
## 96 WAYNE 2,082 64.1 12 0.60
## 97 WILKES 941 70.0 7 0.70
## 98 WILSON 1,488 77.7 21 1.40
## 99 YADKIN 424 56.2 4 0.90
## 100 YANCEY 171 48.4 2 1.20
## num_tested_older five_nine very_high_lead_num fips bf_acreage objectid
## 1 2,120 10 1 37001 347.220 143210.0
## 2 569 NA NA 37003 0.000 143278.5
## 3 94 1 NA 37005 0.000 143296.0
## 4 282 NA NA 37007 20.120 143311.0
## 5 306 NA NA 37009 0.000 143331.5
## 6 190 1 NA 37011 5.710 143350.5
## 7 741 NA 1 37013 191.180 143376.0
## 8 314 NA 2 37015 NA 143403.5
## 9 516 NA 1 37017 NA 143429.0
## 10 1,345 NA NA 37019 268.390 143489.5
## 11 3,359 1 2 37021 756.890 143611.5
## 12 1,453 4 1 37023 209.040 143717.5
## 13 2,820 7 4 37025 172.830 143793.5
## 14 1,208 5 NA 37027 112.610 143871.5
## 15 110 NA NA 37029 NA 143905.5
## 16 732 1 1 37031 18.843 143944.5
## 17 311 NA NA 37033 NA 143989.5
## 18 2,382 5 3 37035 171.218 144046.0
## 19 732 NA NA 37037 516.627 144111.0
## 20 324 1 NA 37039 0.000 144139.0
## 21 190 NA 1 37041 90.980 144156.5
## 22 109 NA NA 37043 NA 144167.0
## 23 2,007 9 1 37045 187.670 144209.0
## 24 950 3 NA 37047 NA 144271.0
## 25 2,335 6 1 37049 92.500 144326.5
## 26 3,640 8 2 37051 258.110 144456.0
## 27 177 NA NA 37053 5.200 144561.0
## 28 319 1 NA 37055 NA 144584.5
## 29 2,753 5 1 37057 37.950 144654.5
## 30 544 4 1 37059 17.900 144721.0
## 31 1,331 3 2 37061 140.220 144750.5
## 32 5,104 10 3 37063 602.340 144844.0
## 33 1,004 NA 1 37065 47.680 144944.0
## 34 5,922 18 11 37067 1176.624 145089.0
## 35 951 3 1 37069 28.750 145225.5
## 36 2,314 2 NA 37071 435.010 145327.0
## 37 115 1 NA 37073 NA 145418.5
## 38 96 NA NA 37075 37.470 145427.5
## 39 773 NA NA 37077 32.980 145447.5
## 40 364 2 NA 37079 NA 145470.0
## 41 9,349 19 4 37081 647.893 145622.5
## 42 907 3 2 37083 357.970 145794.0
## 43 2,204 7 3 37085 56.210 145850.0
## 44 821 NA 1 37087 40.430 145904.5
## 45 1,428 7 1 37089 293.983 145964.5
## 46 359 2 NA 37091 NA 146010.0
## 47 931 2 2 37093 NA 146032.0
## 48 55 NA NA 37095 NA 146047.5
## 49 2,225 5 2 37097 128.300 146106.5
## 50 543 NA 1 37099 NA 146175.5
## 51 2,781 3 1 37101 75.030 146230.5
## 52 151 NA NA 37103 NA 146276.0
## 53 1,189 3 1 37105 60.830 146298.0
## 54 1,254 7 6 37107 56.240 146340.0
## 55 774 1 NA 37109 95.876 146388.5
## 56 465 1 NA 37111 15.290 146429.0
## 57 287 2 NA 37113 2.050 146458.5
## 58 594 2 NA 37115 31.570 146480.5
## 59 626 2 1 37117 147.500 146499.0
## 60 11,419 20 10 37119 9324.310 146787.0
## 61 114 NA NA 37121 NA 147071.5
## 62 521 8 NA 37123 3.550 147089.5
## 63 1,914 4 1 37125 59.430 147129.0
## 64 1,892 9 2 37127 382.280 147190.0
## 65 3,429 15 8 37129 1594.160 147282.5
## 66 277 1 NA 37131 7.100 147353.5
## 67 5,526 7 5 37133 NA 147412.5
## 68 1,283 1 1 37135 137.170 147498.0
## 69 178 1 NA 37137 NA 147542.0
## 70 800 4 2 37139 NA 147561.5
## 71 999 3 1 37141 407.250 147590.5
## 72 196 1 NA 37143 NA 147612.5
## 73 428 1 NA 37145 25.690 147631.5
## 74 2,814 2 NA 37147 82.480 147692.5
## 75 185 2 NA 37149 50.980 147746.5
## 76 2,429 4 6 37151 106.270 147795.5
## 77 1,000 3 1 37153 10.000 147859.0
## 78 2,813 5 3 37155 605.140 147923.5
## 79 1,166 5 NA 37157 NA 148002.0
## 80 2,236 3 1 37159 734.120 148083.5
## 81 659 NA NA 37161 166.200 148156.5
## 82 1,615 9 1 37163 36.910 148205.0
## 83 736 NA 1 37165 1183.260 148241.0
## 84 1,183 9 1 37167 18.930 148277.5
## 85 507 4 NA 37169 6.240 148316.0
## 86 887 5 NA 37171 166.710 148361.0
## 87 223 NA 1 37173 20.500 148396.5
## 88 402 NA NA 37175 1293.630 148415.0
## 89 46 NA 1 37177 NA 148430.0
## 90 2,209 3 4 37179 259.295 148484.0
## 91 714 NA 1 37181 38.940 148552.0
## 92 13,995 34 17 37183 1346.050 148796.0
## 93 260 2 2 37185 NA 149031.0
## 94 218 3 NA 37187 24.000 149046.0
## 95 641 2 NA 37189 38.880 149069.0
## 96 2,475 8 1 37191 94.460 149122.0
## 97 977 4 1 37193 28.350 149186.0
## 98 1,560 8 8 37195 48.380 149240.0
## 99 470 3 NA 37197 NA 149281.5
## 100 205 NA NA 37199 79.670 149302.0
## id acstotpop acsipovbas acseducbas acstothh acstothu minorpop
## 1 370010210849 1421.0265 1381.9292 956.0265 566.8938 617.2478 503.21239
## 2 370030404211 1546.6250 1489.5000 1113.5833 571.7500 683.2917 203.08333
## 3 370059501911 997.5455 986.3636 749.3636 431.4545 741.8182 129.54545
## 4 370079203792 1331.8947 1235.2105 952.2105 500.8421 610.2105 737.78947
## 5 370099705093 1217.5455 1202.3182 919.6364 536.5909 802.2273 90.27273
## 6 370119302633 1093.8125 889.4375 820.2500 411.6875 885.3750 137.68750
## 7 370139305119 1349.8000 1334.8857 963.2000 552.1429 740.8571 461.40000
## 8 370159602653 982.2000 916.1000 726.7500 398.8000 492.0500 645.45000
## 9 370179503874 1089.6129 1073.8710 779.0000 450.5806 576.6774 493.93548
## 10 370190311557 1409.5556 1397.6333 1101.2000 602.5111 966.3111 257.18889
## 11 370210021244 1652.4286 1610.6039 1208.5195 695.4091 789.5519 270.78571
## 12 370230207959 1546.7586 1500.0000 1108.1724 597.7931 708.4828 283.50000
## 13 370250416577 2143.0638 2123.5319 1415.4787 769.1383 830.7766 710.84043
## 14 370270307780 1319.0161 1299.3710 947.6774 525.7097 612.0968 163.98387
## 15 370299501018 1741.1667 1741.1667 1209.8333 639.3333 704.6667 341.16667
## 16 370319712691 957.2222 938.3194 721.5972 412.3611 693.2083 130.50000
## 17 370339303502 1263.6667 1212.7778 926.2222 506.1111 598.7778 490.72222
## 18 370350109627 1649.7789 1620.6842 1138.6105 643.1474 723.0842 398.57895
## 19 370370204075 1994.0286 1970.6571 1458.8857 815.0571 901.5714 567.68571
## 20 370399303768 1317.5238 1299.6667 1011.0000 566.4286 862.0952 115.09524
## 21 370419301439 1014.6429 991.0714 750.3571 427.4286 521.5000 407.85714
## 22 370439501431 1544.7143 1540.7143 1185.4286 723.1429 1044.1429 97.14286
## 23 370459508295 1261.8052 1237.1688 863.0909 478.9870 565.9610 340.15584
## 24 370479307747 1197.7234 1131.8723 837.7872 474.5957 558.5106 487.14894
## 25 370499606981 1610.6562 1527.4375 1054.0000 638.6094 732.9844 548.75000
## 26 370510124581 1703.1077 1622.6923 1050.3641 638.0410 747.8923 953.65128
## 27 370531689347 1719.7333 1707.4667 1218.5333 676.5333 1037.1333 220.26667
## 28 370559716072 1116.9062 1110.5312 832.8125 482.5312 1078.5938 138.96875
## 29 370570611163 1524.6667 1501.8148 1066.8796 606.2130 688.0648 297.37037
## 30 370590803882 1679.6400 1666.8400 1196.3200 639.9600 743.2800 257.16000
## 31 370610904745 1737.1176 1717.1176 1174.5882 640.6176 761.0588 838.00000
## 32 370630079165 2002.9869 1914.5490 1369.0000 806.8235 872.0850 1157.01307
## 33 370650208556 1134.7234 1117.7872 778.2979 454.7021 530.7447 722.08511
## 34 370670028099 1529.1070 1486.3169 1022.5185 603.6420 672.3539 657.32099
## 35 370690604511 2163.4000 2109.0667 1493.8000 824.9667 933.7333 788.60000
## 36 370710318228 1251.9364 1234.0000 862.4740 471.0636 530.5145 337.69364
## 37 370739701902 1156.3000 1149.0000 834.5000 447.7000 533.6000 427.50000
## 38 370759202252 1069.6250 1053.0000 755.2500 411.0000 752.1250 141.12500
## 39 370779704545 1839.8125 1752.8438 1293.0625 657.1875 752.1562 769.37500
## 40 370799501855 1616.0000 1433.4615 1149.3846 558.3846 639.6923 857.30769
## 41 370810172130 1793.0890 1734.3836 1194.0342 694.2842 776.5171 880.81849
## 42 370839306181 1014.4510 986.4902 713.5490 414.0392 508.2157 623.52941
## 43 370850708508 2137.0656 2078.4098 1372.9672 739.1148 839.8361 816.90164
## 44 370879219090 1259.0208 1242.8333 941.1458 548.6667 737.4583 89.58333
## 45 370899317175 1578.1250 1558.7500 1169.4306 670.5694 790.8194 264.83333
## 46 370919502535 1271.2105 1154.3158 880.5789 468.3684 559.5789 846.05263
## 47 370939706096 2129.5600 2062.1600 1364.0000 708.8800 828.3600 1270.96000
## 48 370959434502 898.8333 793.5000 642.6667 294.8333 541.5000 369.16667
## 49 370970610202 1540.4018 1524.8839 1053.8482 582.5536 650.3036 365.90179
## 50 370999493464 1625.2308 1478.5385 1037.6538 640.0769 1041.2692 309.76923
## 51 371010408370 2275.8571 2252.4405 1505.4167 799.4524 877.2024 722.50000
## 52 371039202145 1385.0000 1379.2857 1038.7143 591.0000 708.2857 522.00000
## 53 371050304233 1625.0000 1598.8378 1087.7027 587.6757 661.1622 681.72973
## 54 371070108067 1217.5957 1190.5957 847.1277 491.9362 586.1702 615.59574
## 55 371090706750 1628.8200 1612.0200 1157.9400 640.4400 704.5400 243.36000
## 56 371119705425 1455.1290 1420.5484 1051.3226 579.3871 687.0000 182.16129
## 57 371139704221 1228.9286 1219.2857 924.0000 560.6786 912.7500 131.57143
## 58 371150104565 1337.8125 1271.0625 953.5000 528.2500 680.7500 79.06250
## 59 371179703478 1097.8095 1088.7619 788.9524 451.0000 552.7619 526.23810
## 60 371190095454 1899.6649 1872.1045 1269.1874 727.1099 785.2162 1001.04685
## 61 371219502502 1074.2857 1043.8571 795.4286 454.3571 629.4286 81.64286
## 62 371239602824 1242.6364 1193.0909 863.3182 473.2273 737.9545 456.45455
## 63 371259506046 1677.7018 1657.1228 1212.9123 683.5965 818.2105 382.59649
## 64 371270107872 1446.2000 1415.4923 994.6615 564.9231 659.6308 717.64615
## 65 371290277119 1868.5917 1811.1083 1272.2250 780.3000 910.3667 428.13333
## 66 371319202461 917.5455 876.8182 683.1364 392.1818 530.4545 562.77273
## 67 371330115437 2019.9167 1806.2708 1074.7917 667.3438 817.7188 678.06250
## 68 371350112661 1905.8400 1757.1867 1185.9067 700.3867 766.6933 584.18667
## 69 371379532247 980.1538 923.6154 764.9231 411.6923 593.9231 252.61538
## 70 371399604432 1518.4231 1424.8077 1031.3077 568.4615 658.0000 685.80769
## 71 371419224926 1844.3750 1804.7500 1299.9375 680.1875 893.7812 465.06250
## 72 371439201510 1121.5833 1107.8333 842.8333 493.2500 594.6667 312.91667
## 73 371459203659 1511.7308 1489.3077 1074.0000 605.5385 708.7692 508.34615
## 74 371470010013 1847.6250 1776.1458 1113.4271 720.5104 818.3646 837.21875
## 75 371499201939 1704.8333 1679.0833 1316.9167 753.9167 972.8333 242.91667
## 76 371510309193 1662.3023 1641.6395 1146.8605 651.6395 722.6395 343.16279
## 77 371539706076 1102.1707 1064.3415 745.6098 452.3415 521.4634 470.43902
## 78 371559610364 1516.3864 1475.2386 973.3864 522.3750 603.0114 1129.88636
## 79 371570408473 1322.7536 1301.7246 948.7536 539.1449 637.3478 363.60870
## 80 371590511557 1485.1596 1440.2979 1019.7447 556.3936 652.4362 410.07447
## 81 371619606697 1279.4615 1255.8846 912.0000 506.6346 659.1346 211.90385
## 82 371639705205 1412.4667 1392.7556 944.8222 523.0444 613.5556 688.71111
## 83 371650103414 1306.0000 1208.3333 876.8148 485.6667 566.4815 736.51852
## 84 371679307617 1328.5652 1286.3261 927.2826 515.5870 600.8261 254.45652
## 85 371690704139 1480.8065 1462.8710 1083.9355 622.6452 715.6774 129.74194
## 86 371719306591 1222.0169 1204.6780 858.9322 491.2712 576.7797 192.89831
## 87 371739568841 1187.8333 1171.7500 821.4167 453.5833 745.9167 448.83333
## 88 371759603526 1340.5200 1298.7600 1014.6000 564.9200 782.4000 129.96000
## 89 371779601002 823.8000 685.0000 660.8000 326.2000 445.8000 384.40000
## 90 371790205833 2200.9126 2173.0485 1398.4078 729.7573 773.2427 603.22330
## 91 371819605639 1347.9394 1324.2424 907.1212 510.7273 609.6061 808.51515
## 92 371830572273 2300.1275 2251.0352 1527.2132 858.2374 926.2110 912.88132
## 93 371859502142 1335.5333 1271.8667 961.1333 518.6667 796.5333 823.80000
## 94 371879501670 810.4000 797.0000 559.0667 338.2000 430.5333 450.13333
## 95 371899205460 1745.7097 1560.2903 999.4839 656.6129 1081.2903 141.67742
## 96 371910008519 1653.3600 1608.5867 1094.7333 642.0400 720.9867 764.82667
## 97 371939606553 1291.6981 1271.4906 925.7925 535.0000 631.6981 160.75472
## 98 371950008696 1478.8364 1450.4364 1004.5818 584.1455 654.6364 780.90909
## 99 371970503224 1345.1786 1332.5000 951.1786 551.7143 621.4643 209.21429
## 100 371999602314 1359.0000 1346.8462 1009.1538 569.3846 862.3846 100.53846
## minorpct lowincome lowincpct lesshs lesshspct under5 under5pct
## 1 0.36638784 549.8673 0.4174402 138.30973 0.16106337 82.71681 0.05534797
## 2 0.13480558 582.7917 0.3879962 205.16667 0.19521105 75.91667 0.05013226
## 3 0.12637604 481.3636 0.4884076 175.09091 0.23365562 40.09091 0.04003484
## 4 0.55959010 581.5263 0.4721476 185.36842 0.19164984 62.94737 0.04794065
## 5 0.07734615 455.0455 0.3879327 144.86364 0.16137970 53.36364 0.04277098
## 6 0.09512622 402.4375 0.4580288 145.31250 0.15824990 40.18750 0.03719168
## 7 0.38511595 572.0000 0.4676535 119.65714 0.13187570 65.48571 0.04784239
## 8 0.59923326 458.7500 0.4699756 154.75000 0.18105236 42.20000 0.04088192
## 9 0.45789805 556.0645 0.5282522 154.77419 0.19129775 57.90323 0.05804781
## 10 0.14800353 435.1333 0.2979744 105.81111 0.09390192 58.94444 0.03692417
## 11 0.16561525 542.2013 0.3552642 109.04545 0.09264570 83.55844 0.05113294
## 12 0.16181111 630.1552 0.4088125 211.34483 0.19905904 73.68966 0.04662198
## 13 0.33755975 597.0532 0.3273445 141.51064 0.12475242 137.61702 0.06447769
## 14 0.13623437 536.4839 0.4369692 192.14516 0.20592006 66.72581 0.05082282
## 15 0.16031274 497.8333 0.2440306 173.66667 0.12930086 82.00000 0.03515260
## 16 0.12501450 283.9583 0.2754435 63.93056 0.08136868 41.16667 0.03641695
## 17 0.38997361 467.7222 0.3974021 190.22222 0.20542034 58.77778 0.04116708
## 18 0.23764023 584.0211 0.3637524 168.67368 0.15466219 93.47368 0.05579495
## 19 0.26847936 578.9429 0.3080175 172.17143 0.13077810 98.65714 0.04966536
## 20 0.07971821 534.5714 0.4130994 138.66667 0.14873041 53.76190 0.03644420
## 21 0.32891504 431.2143 0.3595807 120.14286 0.13844495 47.42857 0.03680705
## 22 0.05476915 673.8571 0.4301222 136.85714 0.12365401 57.28571 0.04092866
## 23 0.28879995 562.4156 0.4598837 138.31169 0.16966641 69.98701 0.05510341
## 24 0.39639378 544.1489 0.4751125 154.51064 0.17251402 59.97872 0.04705761
## 25 0.37025334 535.5312 0.3790846 124.32812 0.13466670 104.43750 0.06345879
## 26 0.56149506 676.5846 0.4321061 97.44103 0.10091263 130.36923 0.07146213
## 27 0.10272042 473.8667 0.2669347 132.00000 0.09136921 93.33333 0.04177162
## 28 0.08847438 323.4688 0.2152911 56.03125 0.05064283 52.40625 0.03357815
## 29 0.21677356 574.2407 0.4134189 176.68519 0.18121879 83.22222 0.05200953
## 30 0.15259076 505.0400 0.2957047 159.16000 0.13818610 79.24000 0.04207496
## 31 0.47423996 911.8824 0.5152684 303.44118 0.25129382 109.44118 0.06085651
## 32 0.55135742 634.9935 0.3464626 158.88889 0.13382685 134.18954 0.06250197
## 33 0.65018190 569.2553 0.5205601 158.25532 0.20412254 66.85106 0.05850100
## 34 0.43480323 554.8148 0.3857062 114.95885 0.12358054 93.57613 0.05999410
## 35 0.41599298 757.2000 0.3926509 237.13333 0.17316196 121.16667 0.05503708
## 36 0.29255741 468.1503 0.4083612 131.69364 0.16806135 74.67052 0.05784186
## 37 0.37502417 345.2000 0.3064562 114.50000 0.13856905 47.60000 0.03636652
## 38 0.13159889 507.2500 0.5102192 143.87500 0.20654299 44.62500 0.04369245
## 39 0.44902076 585.7812 0.3574983 203.81250 0.17857174 90.59375 0.04478424
## 40 0.50874970 696.4615 0.4430114 297.69231 0.25728639 82.15385 0.04960535
## 41 0.50324802 636.1678 0.4118908 129.90411 0.12543561 106.83562 0.06099475
## 42 0.61896109 514.8431 0.5291127 160.84314 0.23226848 53.37255 0.04872362
## 43 0.38726791 826.8197 0.4079665 187.45902 0.14666013 160.75410 0.06782200
## 44 0.06974944 417.1250 0.3501710 112.14583 0.12502418 59.64583 0.04432084
## 45 0.17175784 485.0972 0.3301508 118.69444 0.10951766 76.79167 0.04756194
## 46 0.67658559 552.7368 0.4943198 183.00000 0.21197049 58.42105 0.04714758
## 47 0.59910684 894.6000 0.4519992 190.76000 0.15621910 186.16000 0.07442228
## 48 0.26815016 344.1667 0.3094445 118.16667 0.12494005 46.66667 0.03172541
## 49 0.24765476 452.4196 0.3213845 116.20536 0.12328063 85.83036 0.05558499
## 50 0.17013023 603.6923 0.4158219 120.80769 0.11329549 75.00000 0.04741464
## 51 0.33985099 790.8690 0.4130195 206.82143 0.16867690 146.63095 0.06400544
## 52 0.35035799 711.2857 0.5212350 191.00000 0.18566867 61.85714 0.04480687
## 53 0.43721250 654.8378 0.4262892 180.08108 0.18384519 104.89189 0.06509165
## 54 0.55905630 572.2128 0.5143607 165.95745 0.21593098 69.74468 0.05918334
## 55 0.15357922 564.7800 0.3792087 167.14000 0.15292776 82.28000 0.05396395
## 56 0.13220938 604.5806 0.4300900 170.41935 0.16820049 63.61290 0.03928795
## 57 0.10542701 453.8929 0.3840277 104.92857 0.11932434 60.10714 0.04991263
## 58 0.05580211 489.9375 0.3966755 139.31250 0.15180438 59.75000 0.04371874
## 59 0.52007524 463.4286 0.4439387 131.76190 0.16717262 58.71429 0.05121487
## 60 0.50884357 553.1171 0.3028222 125.91171 0.10285855 128.72072 0.06522193
## 61 0.07417470 367.3571 0.3517350 122.92857 0.17358753 47.78571 0.03800812
## 62 0.35259915 526.7727 0.4545660 178.77273 0.20578410 68.77273 0.04861627
## 63 0.24504187 482.3333 0.3225237 116.36842 0.11253872 94.08772 0.05588676
## 64 0.51998861 506.5538 0.3901742 145.21538 0.16136440 81.32308 0.05293687
## 65 0.23430134 627.8333 0.3617816 89.73333 0.07403077 94.28333 0.04764066
## 66 0.58645946 420.3182 0.4662727 140.36364 0.19343314 42.09091 0.04624607
## 67 0.33634818 716.0208 0.3990539 94.21875 0.09443355 182.72917 0.08478579
## 68 0.30402591 507.9200 0.3056277 86.37333 0.07371168 87.90667 0.04260098
## 69 0.25052233 365.2308 0.3808610 91.69231 0.11334706 35.61538 0.03404130
## 70 0.46773913 537.5769 0.4061748 139.42308 0.14148143 95.61538 0.07014012
## 71 0.24093321 569.4688 0.3090140 162.15625 0.12100185 104.65625 0.04728447
## 72 0.24381010 423.6667 0.3265051 113.41667 0.11926838 51.00000 0.04028613
## 73 0.35292864 557.1154 0.3897150 146.65385 0.15027934 79.19231 0.05030882
## 74 0.45184130 775.5521 0.4590553 117.94792 0.11242899 108.76042 0.05492115
## 75 0.13838409 547.0000 0.3180246 119.41667 0.08926729 56.50000 0.03136032
## 76 0.20997913 655.4651 0.4104823 213.19767 0.19328012 94.16279 0.05679491
## 77 0.41900496 522.1220 0.5046213 147.19512 0.19642232 67.78049 0.06309203
## 78 0.73012599 808.3068 0.5562222 223.26136 0.23339339 102.69318 0.06975701
## 79 0.26714038 528.5652 0.4101226 165.13043 0.17479987 68.18841 0.04927362
## 80 0.28923702 552.0213 0.3882254 150.19149 0.15112388 83.77660 0.05400757
## 81 0.17218671 530.8269 0.4278625 158.55769 0.17539240 65.25000 0.04654670
## 82 0.50048924 668.5778 0.4881783 210.93333 0.21708758 90.91111 0.06240875
## 83 0.57434103 626.5185 0.5494986 176.70370 0.19973572 81.55556 0.06262461
## 84 0.20703864 472.6522 0.3902536 138.23913 0.15191692 74.76087 0.05447396
## 85 0.09390145 493.3226 0.3482443 178.35484 0.17394059 66.16129 0.04351066
## 86 0.15398007 512.8475 0.4217325 186.35593 0.21400064 62.88136 0.05045109
## 87 0.29115646 559.7500 0.4205642 178.41667 0.20406917 74.83333 0.04973617
## 88 0.08474291 501.1600 0.3971499 116.00000 0.11777856 56.40000 0.04337018
## 89 0.38438057 352.2000 0.4084500 161.80000 0.20181076 23.40000 0.02435449
## 90 0.27861942 518.3592 0.2668766 142.47573 0.11648696 129.07767 0.05687711
## 91 0.66034214 661.1212 0.5370607 181.75758 0.21836497 83.75758 0.07088052
## 92 0.37327769 527.2527 0.2515221 110.94725 0.07780403 145.90989 0.05845153
## 93 0.57548578 581.4667 0.4378546 187.53333 0.18868625 57.13333 0.04445049
## 94 0.49759896 385.0000 0.4404899 112.20000 0.18006760 42.40000 0.04705728
## 95 0.08092238 685.9032 0.4140439 104.61290 0.09945259 57.67742 0.03805517
## 96 0.48479155 722.3067 0.4656346 174.01333 0.17173443 111.17333 0.06342114
## 97 0.12670923 549.6226 0.4335968 198.52830 0.21727845 64.24528 0.04622024
## 98 0.57064458 632.2545 0.4934099 197.81818 0.22799302 87.72727 0.05433693
## 99 0.15066664 556.3214 0.4282694 180.42857 0.18439632 70.71429 0.05350090
## 100 0.07497696 610.1538 0.4525804 159.69231 0.15618317 63.53846 0.04504534
## over64 over64pct pre1960 pre1960pct vuleopct vuleo dispeo
## 1 232.8053 0.1771052 149.39823 0.26917124 0.3919140 535.9212 32.591983
## 2 295.3750 0.1978350 98.83333 0.15204557 0.2614009 405.8671 -141.949213
## 3 254.7273 0.2567598 111.36364 0.14555685 0.3073918 308.8310 -44.500683
## 4 228.5789 0.1856193 162.52632 0.27776011 0.5158688 670.7667 199.008126
## 5 292.1364 0.2449194 138.45455 0.18089747 0.2326394 276.5605 -154.695441
## 6 231.2500 0.2414349 132.43750 0.20044189 0.2765775 300.3192 -87.110398
## 7 308.8000 0.2338142 140.51429 0.21691664 0.4263847 519.7859 41.685262
## 8 206.2500 0.2105177 114.80000 0.23759821 0.5346044 572.3331 224.436740
## 9 217.8065 0.2077864 86.12903 0.16127426 0.4930751 530.2882 144.346120
## 10 413.1333 0.3172753 32.61111 0.04079631 0.2229890 348.2231 -151.043062
## 11 313.5844 0.1882356 182.86364 0.25920849 0.2604397 414.2111 -171.080960
## 12 296.4828 0.2045420 157.81034 0.22869348 0.2853118 468.8633 -79.000322
## 13 273.9255 0.1423851 148.53191 0.24402483 0.3324521 657.2000 -101.875670
## 14 249.4516 0.1942544 141.27419 0.25445192 0.2866018 354.1364 -113.060554
## 15 297.0000 0.1499563 118.00000 0.15064087 0.2021717 419.5000 -197.223193
## 16 225.5139 0.2491433 88.25000 0.14579878 0.2002290 209.5189 -129.530331
## 17 255.0000 0.2043939 143.33333 0.22032932 0.3936879 495.2352 47.643057
## 18 281.4632 0.1737724 132.84211 0.20538870 0.3006963 497.5845 -86.769046
## 19 465.8857 0.2216028 110.14286 0.14734296 0.2882484 576.4735 -129.813681
## 20 372.2381 0.2927199 98.76190 0.12519774 0.2464088 329.2558 -137.412566
## 21 237.2857 0.2037117 135.00000 0.20327347 0.3442479 424.2037 64.816078
## 22 453.1429 0.2840903 128.42857 0.12577411 0.2424457 386.4494 -160.690102
## 23 226.2078 0.1892872 116.22078 0.21392041 0.3743418 454.6878 7.754956
## 24 229.6170 0.2052754 116.02128 0.21920903 0.4357531 530.8153 106.580370
## 25 289.7344 0.1856566 107.82812 0.19839682 0.3746689 547.6264 -22.869893
## 26 191.2821 0.1234708 75.18462 0.12772951 0.4968006 828.0457 224.803074
## 27 266.4000 0.1572178 72.06667 0.07546156 0.1848275 349.8125 -259.318962
## 28 224.4062 0.1591291 87.46875 0.06585532 0.1518827 232.1986 -163.410813
## 29 267.2130 0.1801980 125.62963 0.20380424 0.3150962 442.1939 -97.844722
## 30 332.5200 0.2021550 133.28000 0.19491758 0.2241477 382.7131 -212.217265
## 31 300.8529 0.1803315 148.17647 0.19559573 0.4947542 880.0032 264.714198
## 32 242.1961 0.1355834 142.73203 0.21464011 0.4489100 915.7598 206.299586
## 33 208.2766 0.1971776 141.44681 0.28564615 0.5853710 649.2844 247.364121
## 34 232.6420 0.1587560 138.97119 0.23743353 0.4102547 611.1772 69.565758
## 35 347.2333 0.1769237 122.73333 0.14287362 0.4043219 783.4805 17.201756
## 36 195.1272 0.1653679 118.75723 0.25656432 0.3504593 407.1872 -36.250065
## 37 221.3000 0.2040917 121.70000 0.24954233 0.3407402 387.6701 -21.892642
## 38 248.7500 0.2319127 98.62500 0.15145431 0.3209090 328.2875 -50.574856
## 39 297.4688 0.1792519 123.90625 0.22249930 0.4032595 696.1428 44.479119
## 40 245.7692 0.1483293 117.38462 0.17642192 0.4758806 804.7418 232.352740
## 41 259.3836 0.1476139 144.51712 0.25187886 0.4575694 772.4190 137.304832
## 42 198.0980 0.2124153 141.98039 0.32554635 0.5740369 577.5869 218.267264
## 43 252.6885 0.1390586 119.26230 0.16789414 0.3976172 834.1685 77.217501
## 44 303.0833 0.2356631 170.29167 0.27994441 0.2099602 256.1733 -189.773316
## 45 395.8889 0.2535953 111.01389 0.14655408 0.2509543 379.2198 -179.753889
## 46 238.5263 0.1945493 124.47368 0.24906385 0.5854527 730.2465 279.982308
## 47 192.7600 0.1116875 64.80000 0.10680578 0.5255530 1096.9498 342.657287
## 48 147.8333 0.1205571 72.33333 0.08205631 0.2887973 385.0393 66.671538
## 49 234.3661 0.1568829 96.66964 0.17699338 0.2845196 412.0953 -133.516704
## 50 306.7692 0.2006694 121.57692 0.12965477 0.2929761 494.0606 -81.597925
## 51 289.3571 0.1462530 115.14286 0.17331659 0.3764352 761.6580 -44.453147
## 52 293.2857 0.2049262 154.00000 0.22027435 0.4357965 618.1292 127.560687
## 53 256.7027 0.1586252 113.48649 0.19075968 0.4317508 675.1211 99.544223
## 54 233.1064 0.1924665 163.97872 0.31277669 0.5367085 600.3022 169.028421
## 55 275.2200 0.1702729 100.84000 0.17838677 0.2663940 407.8475 -169.082360
## 56 283.7097 0.2056833 145.67742 0.21931611 0.2811497 401.6876 -113.720770
## 57 344.7500 0.2819852 146.17857 0.17015179 0.2447273 294.2633 -141.024552
## 58 280.3750 0.2184594 153.93750 0.23739674 0.2262388 294.0973 -179.757404
## 59 239.5238 0.2352747 161.95238 0.29790155 0.4820070 496.8406 107.995216
## 60 202.1928 0.1133439 85.37117 0.13903627 0.4058329 780.2090 107.345544
## 61 257.7857 0.2524531 167.78571 0.28102585 0.2129549 229.5586 -150.954604
## 62 238.9545 0.2055715 155.72727 0.24909687 0.4035826 513.8405 73.697335
## 63 398.2105 0.2316239 110.12281 0.16990685 0.2837828 435.6780 -158.565803
## 64 250.6769 0.1859334 125.01538 0.21611892 0.4550814 617.7099 105.464282
## 65 311.8917 0.1643263 132.41667 0.19807151 0.2980415 543.1824 -118.674851
## 66 222.7727 0.2596166 140.77273 0.29890600 0.5263661 504.4648 179.469161
## 67 174.9688 0.1040546 67.39583 0.11383226 0.3677010 726.9245 11.467733
## 68 244.8533 0.1307914 98.25333 0.14245257 0.3048268 576.5700 -98.480650
## 69 275.6154 0.2586799 96.30769 0.16168913 0.3156917 322.7673 -24.404257
## 70 244.8846 0.1725477 160.92308 0.31534397 0.4369570 624.2673 86.440134
## 71 323.0938 0.1809942 87.90625 0.11462612 0.2749736 523.4460 -129.833675
## 72 298.5833 0.1937675 96.50000 0.14325266 0.2851576 371.1532 -26.112882
## 73 277.9615 0.2040040 150.92308 0.23806169 0.3713218 537.5622 2.105488
## 74 228.5312 0.1349315 89.69792 0.16668811 0.4554483 821.9861 167.555219
## 75 501.3333 0.3053656 223.66667 0.22659512 0.2282044 398.8702 -204.983705
## 76 281.5465 0.1738452 126.93023 0.18688962 0.3102307 504.3061 -84.483258
## 77 187.6098 0.1703379 122.90244 0.26032744 0.4618131 504.4140 114.023843
## 78 215.3977 0.1465583 109.00000 0.20357671 0.6431741 980.2410 443.135290
## 79 256.6377 0.2021050 196.75362 0.31364523 0.3386315 450.2984 -18.222421
## 80 249.5319 0.1753235 175.23404 0.29282884 0.3387312 490.9233 -35.121845
## 81 264.5192 0.2189072 163.69231 0.26517778 0.3000246 377.0244 -76.162290
## 82 241.4667 0.1768444 120.44444 0.20907603 0.4943338 683.7422 183.444967
## 83 220.7407 0.1778456 121.22222 0.24794633 0.5619198 702.2288 239.642104
## 84 244.3913 0.1884201 185.00000 0.34485209 0.2986461 371.7971 -98.782171
## 85 293.4839 0.2079573 115.22581 0.16485219 0.2210729 314.8444 -209.658893
## 86 240.4915 0.2018956 137.57627 0.23097666 0.2878563 357.2810 -75.558754
## 87 227.5833 0.1929271 107.25000 0.14826737 0.3558603 508.1537 87.421784
## 88 389.0000 0.2880976 145.44000 0.22364280 0.2409464 323.8429 -150.970825
## 89 175.2000 0.1794784 127.80000 0.23118452 0.3964153 384.6713 92.880395
## 90 264.7476 0.1287587 67.33981 0.10678785 0.2727480 566.8866 -212.679081
## 91 234.7273 0.1739225 133.51515 0.26420751 0.5987014 740.7816 263.339938
## 92 250.2242 0.1242591 65.79341 0.10077470 0.3123999 727.1955 -87.512275
## 93 315.7333 0.2488037 144.33333 0.20662887 0.5066702 716.6377 243.590316
## 94 184.9333 0.2228574 97.13333 0.20507851 0.4690444 418.3383 131.293687
## 95 264.5161 0.1773820 135.35484 0.14139952 0.2474831 482.2409 -136.091413
## 96 257.6267 0.1637939 123.17333 0.20809333 0.4752131 752.3040 166.682069
## 97 264.2830 0.2089182 122.67925 0.21392598 0.2801530 359.9629 -97.558045
## 98 251.0727 0.1758329 146.32727 0.27139031 0.5320272 715.1185 191.312987
## 99 257.4286 0.1938092 145.67857 0.24983535 0.2894680 385.4222 -91.041604
## 100 336.8462 0.2496380 170.30769 0.21326206 0.2637787 358.0441 -123.315183
## dslpm cancer resp ptraf pwdis pnpl prmp
## 1 0.31652977 34.59308 0.4576592 NA NA 0.018487268 0.46651075
## 2 0.17280304 30.84475 0.3938572 NA NA 0.037912568 0.09692420
## 3 0.09937925 21.84325 0.2680125 NA NA 0.049249745 0.04654865
## 4 0.17955891 35.18457 0.4911926 NA NA 0.045261657 0.05523394
## 5 0.09294807 20.98061 0.2573567 NA NA 0.070518297 0.02690828
## 6 0.09034049 20.49582 0.2441193 NA NA 0.016394080 0.02883423
## 7 0.15565777 26.63451 0.3599771 NA NA 0.156930039 0.21707499
## 8 0.13397961 26.28007 0.3434102 NA NA 0.016108952 0.17717621
## 9 0.14271858 29.93067 0.4174150 NA NA 0.025594423 0.18182049
## 10 NA NA NA NA NA 0.069348304 0.14680634
## 11 0.25221749 27.28900 0.3505627 NA NA 0.170159994 0.23896088
## 12 0.22037398 32.32983 0.4271602 NA NA 0.018509797 0.60736785
## 13 0.43115183 38.02914 0.5219152 NA NA 0.215837087 0.40999325
## 14 0.20561481 31.33500 0.4103644 NA NA 0.020028869 0.79875696
## 15 0.15473071 23.80679 0.3058080 NA NA 0.016490846 0.14004003
## 16 NA NA NA NA NA 0.042450175 0.04642283
## 17 0.17573368 30.89038 0.4054905 NA NA 0.038654448 0.09087409
## 18 0.27514719 35.77856 0.4574717 NA NA 0.043979867 0.71651389
## 19 0.21132811 33.67628 0.4570581 NA NA 0.030940689 0.39990107
## 20 0.11272115 25.91320 0.3310356 NA NA 0.011506724 0.11398211
## 21 0.14649305 24.60909 0.3230565 NA NA 0.012155968 0.04779760
## 22 0.09703504 24.81827 0.3090753 NA NA 0.012503830 0.05276495
## 23 0.27300703 36.16066 0.4749268 NA NA 0.106017820 0.39733422
## 24 0.14971195 30.14047 0.4188799 NA NA 0.038614054 0.06998162
## 25 0.15709208 28.68126 0.4230975 NA NA 0.106926145 0.42529881
## 26 NA NA NA NA NA 0.172371297 0.38488849
## 27 NA NA NA NA NA 0.016751439 0.09288359
## 28 NA NA NA NA NA 0.007005027 0.16419952
## 29 0.30975191 35.46591 0.4711024 NA NA 0.027097171 0.47450556
## 30 0.26214080 33.62059 0.4463013 NA 0.001438777 0.039966488 0.19717246
## 31 0.15359399 29.10694 0.3960308 NA NA 0.018890780 0.19092452
## 32 0.42433954 39.47396 0.4954464 NA NA 0.072952634 0.48767075
## 33 0.21027140 29.79396 0.3903928 NA NA 0.015702364 0.60229497
## 34 0.32319878 35.65933 0.4513286 NA NA 0.027115581 0.45475852
## 35 0.19755063 32.25461 0.4315558 NA NA 0.029152717 0.14192604
## 36 0.37583540 39.66390 0.5181158 NA NA 0.333406657 1.08978188
## 37 0.15082953 26.09084 0.3409217 NA NA 0.022082794 0.05798133
## 38 0.08549048 22.75260 0.2944589 NA NA 0.015646146 0.05651647
## 39 0.22703138 34.50889 0.4544088 NA NA 0.309771440 0.23518987
## 40 0.15781048 28.32582 0.3730194 NA NA 0.018346811 0.06687062
## 41 NA NA NA NA NA 0.014239096 0.68341145
## 42 0.22280477 31.13998 0.4217635 NA NA 0.012602661 0.48075172
## 43 0.21282488 34.21505 0.4802159 NA NA 0.031884113 0.26290582
## 44 0.13080635 22.33353 0.2847963 NA NA 0.263121311 0.56991820
## 45 NA NA NA NA NA 0.159313674 0.19636730
## 46 0.15574047 27.98550 0.3665439 NA NA 0.014607220 0.08537003
## 47 NA NA NA NA NA 0.075163949 0.69033708
## 48 NA NA NA NA NA 0.008852141 0.01458916
## 49 0.33445751 35.22766 0.4816882 NA NA 0.167157907 0.65273912
## 50 0.10358560 22.44427 0.2850856 NA NA 0.061130664 0.13627221
## 51 0.26336824 32.23070 0.4457265 NA NA 0.025035707 0.41393380
## 52 0.12913767 28.38102 0.4164428 NA NA 0.030255525 0.07672506
## 53 0.23751193 34.57777 0.5685818 129.5365 NA 0.024198807 0.32997824
## 54 0.19174867 28.79850 0.3973143 NA NA 0.018016999 0.40917782
## 55 0.27066314 35.37423 0.4688820 NA NA 0.040408049 0.53119444
## 56 0.18049430 27.73757 0.3567475 NA NA 0.027711393 0.22703076
## 57 0.10728014 24.04552 0.3083235 NA NA 0.023084511 0.26052792
## 58 0.12293083 23.88297 0.3029172 NA NA 0.033400503 0.11140618
## 59 0.15708419 26.69859 0.3526753 NA NA 0.031709454 0.17037817
## 60 NA NA NA NA NA 0.067862546 0.66508485
## 61 0.11498830 22.19441 0.2720081 NA NA 0.020664862 0.04479133
## 62 0.16986314 34.81807 0.4974464 NA NA 0.024453482 0.29464461
## 63 0.18304542 35.46156 0.4806656 NA NA 0.227353908 0.17509230
## 64 0.25970971 31.13754 0.4141487 NA NA 0.014516391 0.47430853
## 65 NA NA NA NA NA 0.128909967 0.46380382
## 66 0.16710775 29.46246 0.3895834 NA NA 0.012196882 0.22838202
## 67 NA NA NA NA NA 0.286745662 0.19709319
## 68 0.34352809 36.04644 0.4767221 NA NA 0.040670809 0.14261019
## 69 NA NA NA NA NA 0.039207659 0.15626147
## 70 0.20981541 24.66018 0.3213893 NA NA 0.017189212 0.65990225
## 71 NA NA NA NA NA 0.036057435 0.09209085
## 72 0.14477123 23.80005 0.3060401 NA NA 0.012246907 0.22487321
## 73 0.19609886 31.66348 0.4144187 NA NA 0.185567328 0.29293685
## 74 0.24078693 29.04834 0.3926509 NA NA 0.036455741 0.27846276
## 75 0.19421313 30.18075 0.3892443 NA NA 0.054191449 0.06769332
## 76 0.26155204 34.46271 0.4531987 NA NA 0.015957430 0.33723267
## 77 0.20145933 35.34499 0.4992846 138.3595 NA 0.109754706 0.41265198
## 78 0.22040500 32.47018 0.4575729 NA NA 0.024348766 0.54838042
## 79 0.21340966 31.89096 0.4139661 NA NA 0.021662653 0.54577698
## 80 0.35304974 36.59263 0.4923564 NA NA 0.121167003 0.52435863
## 81 0.21621754 34.06881 0.4507877 NA NA 0.030520071 0.44827288
## 82 0.16318634 30.51232 0.4137775 NA NA 0.024504754 0.34267322
## 83 0.19567271 35.15641 0.4991327 NA NA 0.030816195 0.30240859
## 84 0.25156630 38.86160 0.4982897 NA NA 0.031207508 0.30997159
## 85 0.17646868 29.92433 0.3784246 NA NA 0.024554835 0.09221757
## 86 0.18749997 28.03075 0.3634573 NA NA 0.032553165 0.42729318
## 87 NA NA NA NA NA 0.028924486 0.04305214
## 88 0.10196269 24.20718 0.2988564 NA NA 0.036143224 0.20702273
## 89 0.12935258 23.23082 0.2950123 NA NA 0.009602298 0.13897133
## 90 0.33612482 36.75110 0.5062466 NA NA 0.050049336 0.34594334
## 91 0.23126831 33.08215 0.4339669 NA NA 0.053054379 0.35135000
## 92 0.42932467 36.51520 0.4943147 NA NA 0.127167325 0.22285693
## 93 0.16923835 30.93600 0.4110591 NA NA 0.023064707 0.04557286
## 94 0.13331156 24.87767 0.3325719 NA NA 0.018353096 0.30255465
## 95 0.12426784 21.94132 0.2672414 NA NA 0.025480489 0.02745375
## 96 0.20878279 31.65313 0.4197343 NA NA 0.013158771 0.18919366
## 97 0.15159615 27.88877 0.3647305 NA NA 0.036488529 0.68584650
## 98 0.25919652 31.51647 0.4133079 201.7222 NA 0.014350935 0.95566333
## 99 0.20863734 30.39726 0.4044873 NA NA 0.127921350 0.17458549
## 100 0.09633023 21.61371 0.2668410 NA NA 0.028564969 0.04211164
## ptsdf ozone pm25 d_dslpm_2 d_cancr_2 d_ptraf_2 d_pwdis_2
## 1 1.08713271 43.45316 8.297337 20.551376 1203.8700 NA NA
## 2 0.12815287 43.16748 8.401689 -24.041662 -4428.8246 NA NA
## 3 0.04657801 42.31874 7.133256 -4.067480 -987.8557 NA NA
## 4 0.23587285 42.09358 7.856333 36.596005 7057.9545 NA NA
## 5 0.22496000 42.85610 6.934824 -13.882709 -3251.3249 NA NA
## 6 0.05077100 42.75757 6.909698 -7.962184 -1806.5473 NA NA
## 7 0.27701601 39.17018 7.163471 11.160443 1190.8372 NA NA
## 8 0.05320158 39.68727 7.278513 30.140105 5922.3808 NA NA
## 9 0.16304169 39.02552 7.724246 20.639936 4327.5557 NA NA
## 10 0.36927853 37.20899 7.038491 NA NA NA NA
## 11 1.47101235 43.01987 7.345986 -34.807720 -4595.5819 NA NA
## 12 0.60848659 42.68886 8.180606 -14.220791 -2495.3479 NA NA
## 13 0.67363869 46.20573 8.761144 -33.020743 -3669.8362 NA NA
## 14 1.46360828 42.81260 8.063705 -19.448456 -3585.2037 NA NA
## 15 0.09201705 40.84772 6.815600 -31.166904 -4722.7950 NA NA
## 16 0.29240034 NA NA NA NA NA NA
## 17 0.11376247 42.59759 8.082435 7.942334 1467.0650 NA NA
## 18 1.54476147 44.06155 8.792430 -17.436018 -2885.2142 NA NA
## 19 0.14415137 42.77030 8.350016 -32.181789 -4622.3431 NA NA
## 20 0.15278969 39.93143 7.372454 -16.497980 -3658.6480 NA NA
## 21 0.06446356 39.48394 7.050079 10.168985 1613.3788 NA NA
## 22 0.07688091 38.52373 7.243753 -15.284781 -3979.9191 NA NA
## 23 0.61789945 43.77920 8.837614 6.773251 343.0038 NA NA
## 24 0.31620173 37.60878 7.551723 16.496518 3253.2133 NA NA
## 25 0.37592439 38.15876 7.074984 -1.149317 -815.0022 NA NA
## 26 0.95848908 42.57637 8.496981 NA NA NA NA
## 27 0.04610997 NA NA NA NA NA NA
## 28 0.21525972 NA NA NA NA NA NA
## 29 0.85883220 45.75724 8.415621 -18.788098 -3233.2286 NA NA
## 30 0.32604591 45.29172 8.444352 -54.564412 -7137.7812 NA -0.3881073
## 31 0.11223393 38.91913 7.685799 42.282331 7716.2569 NA NA
## 32 2.53619109 43.33128 8.889867 99.323169 8727.8340 NA NA
## 33 0.44352947 41.06751 7.849900 59.011437 7571.0044 NA NA
## 34 2.80220190 45.62033 8.323611 32.605858 2701.6437 NA NA
## 35 0.26961895 42.36211 8.351386 1.722497 535.1733 NA NA
## 36 1.69676397 44.64218 9.068831 -5.934967 -1126.4565 NA NA
## 37 0.07133688 39.87465 7.206519 -3.327160 -566.2376 NA NA
## 38 0.07363816 41.10496 7.178174 -5.027040 -1171.6520 NA NA
## 39 0.82028443 42.89987 8.461853 16.227701 1752.3992 NA NA
## 40 0.09456515 40.92197 7.861686 36.680871 6588.0666 NA NA
## 41 3.47950235 45.49677 8.297834 NA NA NA NA
## 42 0.39617224 40.64639 7.813898 43.870843 6684.4612 NA NA
## 43 0.17011664 42.33418 8.512906 17.262215 2627.8827 NA NA
## 44 0.23949379 43.09712 7.094344 -23.576567 -4205.6319 NA NA
## 45 0.85179504 42.23842 7.545074 NA NA NA NA
## 46 0.24381093 39.84965 7.400615 42.835331 7816.2670 NA NA
## 47 0.12642215 42.44037 8.237348 NA NA NA NA
## 48 0.01079700 NA NA NA NA NA NA
## 49 0.78886206 45.18093 8.764580 -39.305533 -4823.7465 NA NA
## 50 0.16023591 40.21792 7.084506 -10.091257 -1871.3535 NA NA
## 51 0.23723157 41.76211 8.473712 -9.279486 -1500.3830 NA NA
## 52 0.06736424 38.41021 7.287337 16.318307 3657.2599 NA NA
## 53 0.98595583 42.39778 8.334647 28.768817 3472.7808 26375.88 NA
## 54 0.24472760 40.11526 7.688266 35.785793 4908.2969 NA NA
## 55 0.71207911 44.62358 8.937224 -40.577344 -5884.8501 NA NA
## 56 0.40135613 42.49923 7.532774 -16.968279 -3077.8925 NA NA
## 57 0.04351834 37.77120 7.115526 -13.922160 -3354.1415 NA NA
## 58 0.27539939 43.80217 7.177182 -22.799946 -4321.9475 NA NA
## 59 0.03827832 40.02853 7.372141 17.610881 2897.1718 NA NA
## 60 2.90562508 45.63926 9.053602 NA NA NA NA
## 61 0.20259426 42.99487 6.937168 -17.519777 -3352.1092 NA NA
## 62 0.13744873 42.48438 7.548112 12.808992 2579.9124 NA NA
## 63 0.20682394 42.23749 7.873792 -28.471171 -5800.1959 NA NA
## 64 0.76606257 41.45326 8.070645 31.534701 3323.5950 NA NA
## 65 2.50534509 NA NA NA NA NA NA
## 66 0.14664309 40.25518 7.667405 31.739172 5377.0854 NA NA
## 67 0.63343122 NA NA NA NA NA NA
## 68 1.70097135 43.06996 8.642183 -26.492157 -3277.0682 NA NA
## 69 0.12481899 NA NA NA NA NA NA
## 70 0.72070612 40.29246 6.873827 24.157500 2222.2731 NA NA
## 71 0.12745439 NA NA NA NA NA NA
## 72 0.07536073 39.66935 6.968614 -3.732316 -600.7129 NA NA
## 73 0.28197182 42.80025 8.243473 7.858191 156.6856 NA NA
## 74 1.40174886 40.68700 7.640995 46.381466 4914.9433 NA NA
## 75 0.06543010 42.61664 8.065378 -40.768210 -6189.2647 NA NA
## 76 0.95011376 44.24613 8.098258 -18.110936 -2812.9806 NA NA
## 77 0.31866491 41.82070 7.775240 23.949293 4014.6142 23287.06 NA
## 78 0.31598072 40.78964 8.097868 93.864929 14312.4573 NA NA
## 79 0.72282342 43.40692 7.935987 -2.351094 -561.4391 NA NA
## 80 0.84194379 45.84296 8.610601 -1.456152 -1092.5594 NA NA
## 81 0.52553177 43.01237 8.377364 -12.060370 -2452.1705 NA NA
## 82 0.24234168 40.44053 8.094001 29.088417 5546.7069 NA NA
## 83 0.28337228 41.85259 8.046123 48.043113 8486.5525 NA NA
## 84 0.19452894 43.96000 8.056566 -19.782266 -3404.0299 NA NA
## 85 0.32579919 43.85664 7.818871 -36.860752 -6276.2788 NA NA
## 86 0.17932866 42.81762 7.638205 -13.312812 -2111.8831 NA NA
## 87 0.20126995 40.71103 7.311667 NA NA NA NA
## 88 0.76833204 41.13817 7.122076 -16.078811 -3692.1865 NA NA
## 89 0.03473965 38.95505 6.717312 12.014319 2157.6878 NA NA
## 90 1.01051814 43.77941 8.611828 -67.587978 -7958.5588 NA NA
## 91 0.60129843 42.10568 8.223186 61.006643 8724.8916 NA NA
## 92 2.04847960 43.24921 8.914699 -22.203707 -3083.1211 NA NA
## 93 0.04271949 41.31524 7.980443 40.327023 7541.5281 NA NA
## 94 0.05122357 39.13543 7.030489 17.607095 3307.8067 NA NA
## 95 0.43563828 42.88532 6.975358 -14.157800 -2943.2669 NA NA
## 96 0.54042891 41.01689 8.147968 38.922582 5520.0693 NA NA
## 97 0.32942549 42.38774 7.707809 -12.019035 -2652.8743 NA NA
## 98 0.60423848 41.58397 8.106571 52.645706 6138.7943 55491.22 NA
## 99 0.19750888 43.62504 8.100779 -16.699409 -2764.4715 NA NA
## 100 0.35770114 43.58217 6.937257 -11.385999 -2649.4924 NA NA
## d_pnpl_2 d_ptsdf_2 d_ozone_2 d_pm25_2 state_name region arealand
## 1 0.5917337 26.870053 1412.7912 275.69598 NA 4 9705172
## 2 -4.8455965 -20.473410 -6126.9818 -1194.02764 NA 4 28056590
## 3 -2.1888089 -2.472353 -1882.2382 -321.03837 NA 4 55191000
## 4 8.6984956 62.906865 8363.9082 1560.80197 NA 4 72446218
## 5 -12.4242546 -33.067156 -6622.9999 -1074.63713 NA 4 50040991
## 6 -1.4888087 -5.161336 -3720.8510 -603.55075 NA 4 40037633
## 7 32.3761427 60.770019 1664.1217 307.71381 NA 4 61565730
## 8 3.9088078 10.760871 8919.1509 1639.44463 NA 4 90542929
## 9 4.1458859 20.649824 5627.3801 1112.53197 NA 4 73093152
## 10 -10.6908290 -71.182700 -5627.6207 -1058.05120 NA 4 24437611
## 11 -31.6276999 -155.673361 -7355.8743 -1256.31243 NA 4 11041032
## 12 -1.5658187 -26.736616 -3384.0428 -652.44374 NA 4 22605981
## 13 6.1549285 -49.727602 -4691.6710 -889.47173 NA 4 9953214
## 14 -2.5014372 -34.284646 -4853.3678 -927.94003 NA 4 19712782
## 15 -4.2889766 -21.003086 -8023.2817 -1355.29350 NA 4 103741447
## 16 -5.9471799 -37.628896 NA NA NA 4 18259670
## 17 1.6848854 4.358018 2023.8269 383.94511 NA 4 61205150
## 18 -5.1299145 108.927675 -3859.3651 -763.77852 NA 4 10942641
## 19 -9.2225248 -48.818261 -5567.3707 -1158.05598 NA 4 50446868
## 20 -1.5119331 -23.460125 -5475.3532 -1022.56329 NA 4 56182579
## 21 0.9058248 6.340625 2556.6407 456.73971 NA 4 31941424
## 22 -2.0101190 -11.908486 -6187.3632 -1162.38009 NA 4 79543501
## 23 3.6018711 27.185857 343.2925 71.52735 NA 4 15614148
## 24 5.6111725 56.877641 4003.8245 802.22877 NA 4 51695964
## 25 -8.6836342 14.583209 -837.4091 -155.75899 NA 4 28594956
## 26 51.3032435 219.351608 9598.2731 1916.24931 NA 4 8667309
## 27 -5.9192294 -13.446060 NA NA NA 4 45227721
## 28 -1.5999880 -49.567393 NA NA NA 4 31017168
## 29 -2.6541790 49.439837 -4476.5123 -820.86207 NA 4 13265850
## 30 -8.3060765 -71.887248 -9617.6567 -1788.75372 NA 4 27318712
## 31 4.3315632 22.174539 10382.2872 2060.47422 NA 4 62063541
## 32 15.0891989 642.048733 8958.4183 1849.54677 NA 4 4849070
## 33 3.6399680 144.296965 10169.6682 1952.81060 NA 4 27852463
## 34 1.2231501 447.856464 3215.2821 584.02608 NA 4 4346296
## 35 0.6129208 -3.971657 689.6062 129.34560 NA 4 42458569
## 36 2.6733595 122.561959 -1630.3906 -329.21562 NA 4 5325499
## 37 -0.5275630 -2.414226 -872.4392 -156.60694 NA 4 88218172
## 38 -0.8971101 -3.744216 -2075.0431 -365.84585 NA 4 94523270
## 39 66.8292110 134.634349 1890.2985 371.67512 NA 4 43057817
## 40 4.1996196 23.713563 9504.4834 1826.07701 NA 4 53142391
## 41 1.8795799 846.567614 6257.0133 1147.20753 NA 4 5728933
## 42 2.7857882 48.171735 8879.3636 1704.97188 NA 4 36754266
## 43 2.5933520 14.628112 3260.2272 653.52078 NA 4 25264115
## 44 -44.9660626 -43.633784 -8171.0675 -1344.17127 NA 4 29869038
## 45 -22.5928132 -131.960213 -7587.5981 -1347.88146 NA 4 13415068
## 46 4.1457976 81.766808 11155.0741 2069.00279 NA 4 48141543
## 47 22.2835949 35.941428 14529.8940 2821.84540 NA 4 40416017
## 48 0.9905509 1.162028 NA NA NA 4 264322562
## 49 1.5717447 -7.998501 -6096.9352 -1185.70080 NA 4 13278118
## 50 -5.5929307 -21.810297 -3208.9149 -580.48084 NA 4 48930129
## 51 -2.2163470 10.276220 -1893.8139 -394.15708 NA 4 24396212
## 52 4.0569737 7.905455 4868.1102 921.52809 NA 4 174405280
## 53 2.2668094 274.399867 4221.5015 834.74241 NA 4 17854254
## 54 3.0015053 45.188111 6787.8277 1298.48307 NA 4 21992128
## 55 -7.3761768 -61.355040 -7610.6373 -1511.69317 NA 4 15324508
## 56 -3.2626041 -31.250327 -4837.4645 -851.39914 NA 4 36757340
## 57 -3.2152458 -6.348176 -5315.1500 -1000.27333 NA 4 47691305
## 58 -6.5309125 -62.643841 -7864.0550 -1288.82711 NA 4 72781108
## 59 2.6588976 4.101619 4338.0003 800.79181 NA 4 56292151
## 60 9.7903646 488.219227 4988.0378 975.92941 NA 4 2443328
## 61 -3.1144198 -32.540697 -6498.1933 -1048.69635 NA 4 40931456
## 62 2.4536235 10.200370 3067.7774 542.01835 NA 4 57865566
## 63 -30.5899005 -21.820700 -6697.1092 -1252.35255 NA 4 31701357
## 64 1.4960622 122.542673 4371.2015 851.37853 NA 4 21534459
## 65 0.6620284 61.446172 NA NA NA 4 4148354
## 66 2.0529568 23.247924 7236.1099 1383.15040 NA 4 63177177
## 67 37.7457720 87.909405 NA NA NA 4 20556435
## 68 -3.5618019 7.150624 -4238.7095 -844.17852 NA 4 13728066
## 69 -1.8526777 2.115135 NA NA NA 4 67041199
## 70 1.5422046 151.600314 3479.5683 593.61949 NA 4 22600633
## 71 -4.9715778 -43.661769 NA NA NA 4 70520162
## 72 -0.3830521 -5.012284 -1039.1365 -180.70475 NA 4 53341640
## 73 18.4907939 53.187849 90.9426 14.49219 NA 4 39082367
## 74 6.1619742 404.075452 6847.3815 1286.11669 NA 4 17600209
## 75 -11.8460834 -13.917710 -8734.7907 -1654.64357 NA 4 51300526
## 76 -1.4765618 -16.144480 -3791.8971 -693.41967 NA 4 23560418
## 77 11.4159067 44.309148 4772.4339 889.46887 NA 4 29924065
## 78 11.1722174 108.347311 18175.1179 3600.08375 NA 4 27879951
## 79 -0.1120998 30.122316 -831.7208 -143.43051 NA 4 21231595
## 80 1.1215722 83.884744 -1603.3524 -300.74232 NA 4 14092801
## 81 -2.2982708 -22.498194 -3265.9712 -626.86692 NA 4 28163005
## 82 3.8187215 60.106797 7336.9841 1466.96740 NA 4 54430165
## 83 7.2844649 80.502987 10032.1969 1930.90257 NA 4 30613706
## 84 -4.2377916 -25.704413 -4376.4992 -808.38870 NA 4 22247184
## 85 -5.4273462 -61.845069 -9187.2788 -1639.36547 NA 4 37514194
## 86 -2.5116317 -12.637766 -3240.1925 -578.82070 NA 4 23430269
## 87 3.9835576 2.156075 3713.3598 621.69114 NA 4 113900872
## 88 -5.7060760 -77.628447 -6219.0757 -1083.50442 NA 4 39205660
## 89 1.1212571 4.175012 3618.1602 623.90660 NA 4 202420784
## 90 -12.8474404 -188.926294 -9362.5210 -1870.17017 NA 4 15909268
## 91 13.0669557 173.633556 11081.3609 2164.50686 NA 4 19809334
## 92 -11.3647092 -39.392885 -3800.9853 -779.20077 NA 4 4752042
## 93 6.0486761 11.418495 10088.0839 1950.18155 NA 4 74094196
## 94 2.6680361 8.512272 5146.9329 926.95529 NA 4 59830414
## 95 -3.6352602 -6.007321 -5828.4766 -952.20496 NA 4 26101949
## 96 2.0729228 160.277817 6811.2478 1354.87258 NA 4 19128510
## 97 -3.6963547 -1.835258 -4138.7287 -751.11986 NA 4 36872637
## 98 2.6572699 84.425278 7954.1711 1549.22281 NA 4 17309323
## 99 -9.7790314 -11.400715 -3990.1952 -737.88510 NA 4 30982004
## 100 -3.5844913 -43.146908 -5385.6333 -856.48143 NA 4 62277694
## areawater npl_cnt tsdf_cnt shape_length shape_area
## 1 247718.31 0.000000000 0.10619469 16632.472 15255287
## 2 393582.83 0.000000000 0.04166667 32339.270 43472594
## 3 337730.82 0.000000000 0.00000000 47686.766 86083790
## 4 768590.16 0.000000000 0.05263158 48568.005 109294568
## 5 367869.32 0.045454545 0.09090909 50378.349 78033330
## 6 27830.31 0.000000000 0.00000000 45198.050 61461012
## 7 9684688.54 0.028571429 0.02857143 44564.024 107704421
## 8 5454406.80 0.000000000 0.05000000 61154.495 147220913
## 9 1064866.65 0.000000000 0.06451613 50571.628 109751216
## 10 5765756.80 0.022222222 0.11111111 26881.791 44096242
## 11 58070.15 0.019480519 0.16883117 19188.706 16829296
## 12 357239.59 0.000000000 0.12068966 27128.920 34938538
## 13 74539.27 0.010638298 0.12765957 15343.280 15120860
## 14 113522.63 0.000000000 0.22580645 23384.365 30319498
## 15 30185484.17 0.000000000 0.00000000 73406.074 206828689
## 16 29597977.11 0.000000000 0.04166667 30488.246 71248256
## 17 480215.61 0.000000000 0.00000000 48318.567 95389232
## 18 399422.35 0.000000000 0.24210526 19163.296 17219368
## 19 2018138.14 0.000000000 0.05714286 41599.773 79732056
## 20 1372616.38 0.000000000 0.09523810 50631.563 86252274
## 21 11283297.29 0.000000000 0.00000000 37789.929 66391123
## 22 2145393.57 0.000000000 0.00000000 60531.914 122190903
## 23 132462.92 0.012987013 0.10389610 22651.292 23713701
## 24 930300.91 0.021276596 0.06382979 40543.603 77242900
## 25 2698672.06 0.015625000 0.04687500 28380.221 46878668
## 26 78378.02 0.010256410 0.07692308 14382.874 13079212
## 27 45668265.87 0.000000000 0.00000000 64336.665 140467177
## 28 93766326.81 0.000000000 0.06250000 54538.082 189463000
## 29 346779.90 0.000000000 0.11111111 20407.911 20734270
## 30 295964.04 0.000000000 0.08000000 32458.768 42204499
## 31 417449.38 0.000000000 0.02941176 48818.850 93187525
## 32 193160.93 0.000000000 0.25490196 11840.642 7726971
## 33 79027.81 0.000000000 0.04255319 28704.803 42671458
## 34 48495.04 0.000000000 0.19341564 11063.320 6750868
## 35 239289.40 0.000000000 0.13333333 40874.076 65509433
## 36 119233.55 0.023121387 0.13872832 13072.568 8191518
## 37 1329200.80 0.000000000 0.00000000 64364.255 138657055
## 38 3132579.12 0.000000000 0.12500000 63864.260 147122814
## 39 453239.12 0.062500000 0.21875000 36843.194 67132497
## 40 93645.31 0.000000000 0.00000000 47917.445 80468939
## 41 104180.57 0.000000000 0.25684932 11907.427 8948744
## 42 331863.08 0.000000000 0.03921569 32279.681 57151700
## 43 268315.61 0.000000000 0.03278689 29421.345 38483227
## 44 50801.62 0.041666667 0.04166667 29469.504 45304974
## 45 76909.72 0.013888889 0.15277778 21643.093 20319338
## 46 986179.95 0.000000000 0.10526316 42400.040 75903271
## 47 158293.84 0.000000000 0.00000000 31517.511 60633209
## 48 365493493.83 0.000000000 0.00000000 151760.736 950206957
## 49 537423.62 0.017857143 0.12500000 19971.202 21050578
## 50 375165.04 0.000000000 0.03846154 43113.570 74167011
## 51 137658.19 0.000000000 0.09523810 29534.581 37114395
## 52 861689.29 0.000000000 0.00000000 99962.269 261941044
## 53 289872.68 0.000000000 0.21621622 22462.512 27419126
## 54 125538.32 0.000000000 0.08510638 26119.300 33230534
## 55 467293.00 0.000000000 0.16000000 22803.171 23870414
## 56 450867.16 0.000000000 0.12903226 37512.136 56516678
## 57 378294.18 0.000000000 0.00000000 42171.371 72066349
## 58 302547.69 0.000000000 0.06250000 55825.639 111497894
## 59 35552.86 0.000000000 0.00000000 48085.940 85902875
## 60 105115.93 0.001801802 0.17837838 8468.602 3829650
## 61 116285.21 0.000000000 0.07142857 44699.656 62867433
## 62 1178178.23 0.000000000 0.04545455 47457.842 88913635
## 63 363524.12 0.052631579 0.05263158 31083.286 48260569
## 64 95043.48 0.000000000 0.13846154 25404.856 33088916
## 65 2949491.43 0.008333333 0.24166667 12658.684 10397404
## 66 1637540.14 0.000000000 0.04545455 51636.378 100291031
## 67 3864819.19 0.020833333 0.08333333 23390.838 36225054
## 68 118333.24 0.000000000 0.09333333 18513.247 21232346
## 69 44851672.15 0.000000000 0.07692308 57417.720 167753223
## 70 6220967.92 0.000000000 0.11538462 24384.921 44424126
## 71 5088548.94 0.000000000 0.03125000 51381.074 111633040
## 72 17652458.08 0.000000000 0.08333333 47811.228 109183126
## 73 1200720.04 0.038461538 0.03846154 31776.675 62288065
## 74 85915.04 0.000000000 0.17708333 21208.881 26805215
## 75 163669.58 0.000000000 0.00000000 47430.436 77398465
## 76 230245.31 0.000000000 0.13953488 27449.779 36162186
## 77 378975.37 0.024390244 0.02439024 26139.204 45271555
## 78 57686.30 0.000000000 0.05681818 30367.812 41372113
## 79 267556.83 0.000000000 0.15942029 27001.804 33248253
## 80 342931.88 0.010638298 0.12765957 19003.383 21903895
## 81 90245.92 0.000000000 0.09615385 28997.415 42619730
## 82 109418.36 0.000000000 0.02222222 43645.134 81452028
## 83 142295.74 0.000000000 0.11111111 28346.420 45765284
## 84 548755.46 0.000000000 0.06521739 26219.210 34310976
## 85 567236.87 0.000000000 0.06451613 39602.696 58901445
## 86 175213.41 0.000000000 0.05084746 29707.953 36523192
## 87 2701347.25 0.000000000 0.08333333 64159.966 176258315
## 88 204405.56 0.000000000 0.20000000 38617.028 59158429
## 89 106914890.40 0.000000000 0.00000000 99363.756 472064660
## 90 174911.46 0.000000000 0.19417476 20752.713 24018825
## 91 1278306.94 0.000000000 0.06060606 23628.939 32586051
## 92 127631.20 0.006593407 0.16263736 11247.369 7431963
## 93 2621338.93 0.000000000 0.00000000 55853.226 118641479
## 94 13018813.33 0.000000000 0.00000000 45613.673 111088118
## 95 75234.16 0.000000000 0.06451613 35324.135 40313310
## 96 131402.55 0.000000000 0.05333333 24325.845 29025849
## 97 129479.87 0.000000000 0.07547170 36349.714 56948215
## 98 260594.36 0.000000000 0.12727273 21296.158 26702991
## 99 258306.93 0.035714286 0.03571429 32201.204 48024718
## 100 117273.92 0.000000000 0.15384615 54798.255 95288563## county num_tested per_tested num_high_lead per_highlead_h
## 1 ALAMANCE 1,951 50.1 36 0.02
## 2 ALEXANDER 516 71.6 3 0.60
## 3 ALLEGHANY 75 38.9 1 1.30
## 4 ANSON 204 39.3 5 2.50
## 5 ASHE 259 62.4 0 0.00
## 6 AVERY 176 64.7 3 1.70
## 7 BEAUFORT 675 76.2 5 0.70
## 8 BERTIE 266 76.0 3 1.10
## 9 BLADEN 472 67.8 6 1.30
## 10 BRUNSWICK 1,191 59.7 3 0.30
## 11 BUNCOMBE 2,951 60.5 19 0.60
## 12 BURKE 1,359 75.9 16 1.20
## 13 CABARRUS 2,546 49.9 21 0.80
## 14 CALDWELL 1,069 68.5 10 0.90
## 15 CAMDEN 106 56.7 1 0.90
## 16 CARTERET 691 64.7 7 1.00
## 17 CASWELL 268 63.5 4 1.50
## 18 CATAWBA 2,180 65.2 12 0.60
## 19 CHATHAM 650 49.5 3 0.50
## 20 CHEROKEE 292 61.0 1 0.30
## 21 CHOWAN 177 63.9 1 0.60
## 22 CLAY 96 55.8 0 0.00
## 23 CLEVELAND 1,647 74.0 14 0.90
## 24 COLUMBUS 778 68.0 10 1.30
## 25 CRAVEN 2,087 76.6 16 0.80
## 26 CUMBERLAND 3,248 29.8 47 1.40
## 27 CURRITUCK 165 31.7 1 0.60
## 28 DARE 307 46.4 1 0.30
## 29 DAVIDSON 2,634 75.0 32 1.20
## 30 DAVIE 516 67.3 7 1.40
## 31 DUPLIN 1,001 73.6 5 0.50
## 32 DURHAM 4,558 54.7 23 0.50
## 33 EDGECOMBE 852 69.6 8 0.90
## 34 FORSYTH 5,519 63.4 62 1.10
## 35 FRANKLIN 856 60.5 4 0.50
## 36 GASTON 2,071 40.5 15 0.70
## 37 GATES 102 52.6 1 1.00
## 38 GRAHAM 85 54.5 0 0.00
## 39 GRANVILLE 694 58.4 1 0.10
## 40 GREENE 308 74.9 3 1.00
## 41 GUILFORD 8,773 71.1 74 0.80
## 42 HALIFAX 866 76.6 17 2.00
## 43 HARNETT 1,833 49.1 26 1.40
## 44 HAYWOOD 780 67.4 4 0.50
## 45 HENDERSON 1,231 57.7 13 1.10
## 46 HERTFORD 341 74.1 6 1.80
## 47 HOKE 835 48.4 8 1.00
## 48 HYDE 45 65.2 1 2.20
## 49 IREDELL 2,039 54.4 14 0.70
## 50 JACKSON 492 66.7 3 0.60
## 51 JOHNSTON 2,469 53.5 11 0.40
## 52 JONES 137 70.6 0 0.00
## 53 LEE 1,050 67.7 12 1.10
## 54 LENOIR 992 80.0 17 1.70
## 55 LINCOLN 644 38.7 6 0.90
## 56 MACON 405 61.3 5 1.20
## 57 MADISON 260 65.3 3 1.20
## 58 MARTIN 396 80.0 5 1.30
## 59 MCDOWELL 570 65.1 7 1.20
## 60 MECKLENBURG 9,800 33.3 72 0.70
## 61 MITCHELL 86 30.3 0 0.00
## 62 MONTGOMERY 484 88.3 10 2.10
## 63 MOORE 1,747 76.7 13 0.70
## 64 NASH 1,651 76.6 25 1.50
## 65 NEW HANOVER 3,026 68.6 34 1.10
## 66 NORTHAMPTON 257 69.3 3 1.20
## 67 ONSLOW 4,811 60.3 42 0.90
## 68 ORANGE 1,169 50.5 6 0.50
## 69 PAMLICO 162 99.4 1 0.60
## 70 PASQUOTANK 742 78.4 10 1.30
## 71 PENDER 877 68.5 4 0.50
## 72 PERQUIMANS 177 72.2 3 1.70
## 73 PERSON 340 40.3 7 2.10
## 74 PITT 2,587 62.5 12 0.50
## 75 POLK 132 42.6 1 0.80
## 76 RANDOLPH 2,208 71.3 24 1.10
## 77 RICHMOND 893 79.1 18 2.00
## 78 ROBESON 2,514 72.2 20 0.80
## 79 ROCKINGHAM 1,058 59.7 17 1.60
## 80 ROWAN 2,035 64.0 24 1.20
## 81 RUTHERFORD 432 32.2 2 0.50
## 82 SAMPSON 1,352 81.2 14 1.00
## 83 SCOTLAND 671 74.7 10 1.50
## 84 STANLY 1,098 78.0 16 1.50
## 85 STOKES 478 59.8 7 1.50
## 86 SURRY 801 53.6 20 2.50
## 87 SWAIN 198 67.6 3 1.50
## 88 TRANSYLVANIA 365 68.9 3 0.80
## 89 TYRRELL 38 52.8 2 5.30
## 90 UNION 1,648 34.1 10 0.60
## 91 VANCE 606 52.9 4 0.70
## 92 WAKE 12,820 50.7 98 0.80
## 93 WARREN 229 68.4 4 1.70
## 94 WASHINGTON 161 61.2 1 0.60
## 95 WATAUGA 581 77.3 6 1.00
## 96 WAYNE 2,082 64.1 12 0.60
## 97 WILKES 941 70.0 7 0.70
## 98 WILSON 1,488 77.7 21 1.40
## 99 YADKIN 424 56.2 4 0.90
## 100 YANCEY 171 48.4 2 1.20
## num_tested_older very_high_lead_num fips bf_acreage objectid id
## 1 2,120 1 37001 347.220 143210.0 370010210849
## 2 569 NA 37003 0.000 143278.5 370030404211
## 3 94 NA 37005 0.000 143296.0 370059501911
## 4 282 NA 37007 20.120 143311.0 370079203792
## 5 306 NA 37009 0.000 143331.5 370099705093
## 6 190 NA 37011 5.710 143350.5 370119302633
## 7 741 1 37013 191.180 143376.0 370139305119
## 8 314 2 37015 NA 143403.5 370159602653
## 9 516 1 37017 NA 143429.0 370179503874
## 10 1,345 NA 37019 268.390 143489.5 370190311557
## 11 3,359 2 37021 756.890 143611.5 370210021244
## 12 1,453 1 37023 209.040 143717.5 370230207959
## 13 2,820 4 37025 172.830 143793.5 370250416577
## 14 1,208 NA 37027 112.610 143871.5 370270307780
## 15 110 NA 37029 NA 143905.5 370299501018
## 16 732 1 37031 18.843 143944.5 370319712691
## 17 311 NA 37033 NA 143989.5 370339303502
## 18 2,382 3 37035 171.218 144046.0 370350109627
## 19 732 NA 37037 516.627 144111.0 370370204075
## 20 324 NA 37039 0.000 144139.0 370399303768
## 21 190 1 37041 90.980 144156.5 370419301439
## 22 109 NA 37043 NA 144167.0 370439501431
## 23 2,007 1 37045 187.670 144209.0 370459508295
## 24 950 NA 37047 NA 144271.0 370479307747
## 25 2,335 1 37049 92.500 144326.5 370499606981
## 26 3,640 2 37051 258.110 144456.0 370510124581
## 27 177 NA 37053 5.200 144561.0 370531689347
## 28 319 NA 37055 NA 144584.5 370559716072
## 29 2,753 1 37057 37.950 144654.5 370570611163
## 30 544 1 37059 17.900 144721.0 370590803882
## 31 1,331 2 37061 140.220 144750.5 370610904745
## 32 5,104 3 37063 602.340 144844.0 370630079165
## 33 1,004 1 37065 47.680 144944.0 370650208556
## 34 5,922 11 37067 1176.624 145089.0 370670028099
## 35 951 1 37069 28.750 145225.5 370690604511
## 36 2,314 NA 37071 435.010 145327.0 370710318228
## 37 115 NA 37073 NA 145418.5 370739701902
## 38 96 NA 37075 37.470 145427.5 370759202252
## 39 773 NA 37077 32.980 145447.5 370779704545
## 40 364 NA 37079 NA 145470.0 370799501855
## 41 9,349 4 37081 647.893 145622.5 370810172130
## 42 907 2 37083 357.970 145794.0 370839306181
## 43 2,204 3 37085 56.210 145850.0 370850708508
## 44 821 1 37087 40.430 145904.5 370879219090
## 45 1,428 1 37089 293.983 145964.5 370899317175
## 46 359 NA 37091 NA 146010.0 370919502535
## 47 931 2 37093 NA 146032.0 370939706096
## 48 55 NA 37095 NA 146047.5 370959434502
## 49 2,225 2 37097 128.300 146106.5 370970610202
## 50 543 1 37099 NA 146175.5 370999493464
## 51 2,781 1 37101 75.030 146230.5 371010408370
## 52 151 NA 37103 NA 146276.0 371039202145
## 53 1,189 1 37105 60.830 146298.0 371050304233
## 54 1,254 6 37107 56.240 146340.0 371070108067
## 55 774 NA 37109 95.876 146388.5 371090706750
## 56 465 NA 37111 15.290 146429.0 371119705425
## 57 287 NA 37113 2.050 146458.5 371139704221
## 58 594 NA 37115 31.570 146480.5 371150104565
## 59 626 1 37117 147.500 146499.0 371179703478
## 60 11,419 10 37119 9324.310 146787.0 371190095454
## 61 114 NA 37121 NA 147071.5 371219502502
## 62 521 NA 37123 3.550 147089.5 371239602824
## 63 1,914 1 37125 59.430 147129.0 371259506046
## 64 1,892 2 37127 382.280 147190.0 371270107872
## 65 3,429 8 37129 1594.160 147282.5 371290277119
## 66 277 NA 37131 7.100 147353.5 371319202461
## 67 5,526 5 37133 NA 147412.5 371330115437
## 68 1,283 1 37135 137.170 147498.0 371350112661
## 69 178 NA 37137 NA 147542.0 371379532247
## 70 800 2 37139 NA 147561.5 371399604432
## 71 999 1 37141 407.250 147590.5 371419224926
## 72 196 NA 37143 NA 147612.5 371439201510
## 73 428 NA 37145 25.690 147631.5 371459203659
## 74 2,814 NA 37147 82.480 147692.5 371470010013
## 75 185 NA 37149 50.980 147746.5 371499201939
## 76 2,429 6 37151 106.270 147795.5 371510309193
## 77 1,000 1 37153 10.000 147859.0 371539706076
## 78 2,813 3 37155 605.140 147923.5 371559610364
## 79 1,166 NA 37157 NA 148002.0 371570408473
## 80 2,236 1 37159 734.120 148083.5 371590511557
## 81 659 NA 37161 166.200 148156.5 371619606697
## 82 1,615 1 37163 36.910 148205.0 371639705205
## 83 736 1 37165 1183.260 148241.0 371650103414
## 84 1,183 1 37167 18.930 148277.5 371679307617
## 85 507 NA 37169 6.240 148316.0 371690704139
## 86 887 NA 37171 166.710 148361.0 371719306591
## 87 223 1 37173 20.500 148396.5 371739568841
## 88 402 NA 37175 1293.630 148415.0 371759603526
## 89 46 1 37177 NA 148430.0 371779601002
## 90 2,209 4 37179 259.295 148484.0 371790205833
## 91 714 1 37181 38.940 148552.0 371819605639
## 92 13,995 17 37183 1346.050 148796.0 371830572273
## 93 260 2 37185 NA 149031.0 371859502142
## 94 218 NA 37187 24.000 149046.0 371879501670
## 95 641 NA 37189 38.880 149069.0 371899205460
## 96 2,475 1 37191 94.460 149122.0 371910008519
## 97 977 1 37193 28.350 149186.0 371939606553
## 98 1,560 8 37195 48.380 149240.0 371950008696
## 99 470 NA 37197 NA 149281.5 371970503224
## 100 205 NA 37199 79.670 149302.0 371999602314
## acstotpop acsipovbas acseducbas acstothh acstothu minorpop minorpct
## 1 1421.0265 1381.9292 956.0265 566.8938 617.2478 503.21239 0.36638784
## 2 1546.6250 1489.5000 1113.5833 571.7500 683.2917 203.08333 0.13480558
## 3 997.5455 986.3636 749.3636 431.4545 741.8182 129.54545 0.12637604
## 4 1331.8947 1235.2105 952.2105 500.8421 610.2105 737.78947 0.55959010
## 5 1217.5455 1202.3182 919.6364 536.5909 802.2273 90.27273 0.07734615
## 6 1093.8125 889.4375 820.2500 411.6875 885.3750 137.68750 0.09512622
## 7 1349.8000 1334.8857 963.2000 552.1429 740.8571 461.40000 0.38511595
## 8 982.2000 916.1000 726.7500 398.8000 492.0500 645.45000 0.59923326
## 9 1089.6129 1073.8710 779.0000 450.5806 576.6774 493.93548 0.45789805
## 10 1409.5556 1397.6333 1101.2000 602.5111 966.3111 257.18889 0.14800353
## 11 1652.4286 1610.6039 1208.5195 695.4091 789.5519 270.78571 0.16561525
## 12 1546.7586 1500.0000 1108.1724 597.7931 708.4828 283.50000 0.16181111
## 13 2143.0638 2123.5319 1415.4787 769.1383 830.7766 710.84043 0.33755975
## 14 1319.0161 1299.3710 947.6774 525.7097 612.0968 163.98387 0.13623437
## 15 1741.1667 1741.1667 1209.8333 639.3333 704.6667 341.16667 0.16031274
## 16 957.2222 938.3194 721.5972 412.3611 693.2083 130.50000 0.12501450
## 17 1263.6667 1212.7778 926.2222 506.1111 598.7778 490.72222 0.38997361
## 18 1649.7789 1620.6842 1138.6105 643.1474 723.0842 398.57895 0.23764023
## 19 1994.0286 1970.6571 1458.8857 815.0571 901.5714 567.68571 0.26847936
## 20 1317.5238 1299.6667 1011.0000 566.4286 862.0952 115.09524 0.07971821
## 21 1014.6429 991.0714 750.3571 427.4286 521.5000 407.85714 0.32891504
## 22 1544.7143 1540.7143 1185.4286 723.1429 1044.1429 97.14286 0.05476915
## 23 1261.8052 1237.1688 863.0909 478.9870 565.9610 340.15584 0.28879995
## 24 1197.7234 1131.8723 837.7872 474.5957 558.5106 487.14894 0.39639378
## 25 1610.6562 1527.4375 1054.0000 638.6094 732.9844 548.75000 0.37025334
## 26 1703.1077 1622.6923 1050.3641 638.0410 747.8923 953.65128 0.56149506
## 27 1719.7333 1707.4667 1218.5333 676.5333 1037.1333 220.26667 0.10272042
## 28 1116.9062 1110.5312 832.8125 482.5312 1078.5938 138.96875 0.08847438
## 29 1524.6667 1501.8148 1066.8796 606.2130 688.0648 297.37037 0.21677356
## 30 1679.6400 1666.8400 1196.3200 639.9600 743.2800 257.16000 0.15259076
## 31 1737.1176 1717.1176 1174.5882 640.6176 761.0588 838.00000 0.47423996
## 32 2002.9869 1914.5490 1369.0000 806.8235 872.0850 1157.01307 0.55135742
## 33 1134.7234 1117.7872 778.2979 454.7021 530.7447 722.08511 0.65018190
## 34 1529.1070 1486.3169 1022.5185 603.6420 672.3539 657.32099 0.43480323
## 35 2163.4000 2109.0667 1493.8000 824.9667 933.7333 788.60000 0.41599298
## 36 1251.9364 1234.0000 862.4740 471.0636 530.5145 337.69364 0.29255741
## 37 1156.3000 1149.0000 834.5000 447.7000 533.6000 427.50000 0.37502417
## 38 1069.6250 1053.0000 755.2500 411.0000 752.1250 141.12500 0.13159889
## 39 1839.8125 1752.8438 1293.0625 657.1875 752.1562 769.37500 0.44902076
## 40 1616.0000 1433.4615 1149.3846 558.3846 639.6923 857.30769 0.50874970
## 41 1793.0890 1734.3836 1194.0342 694.2842 776.5171 880.81849 0.50324802
## 42 1014.4510 986.4902 713.5490 414.0392 508.2157 623.52941 0.61896109
## 43 2137.0656 2078.4098 1372.9672 739.1148 839.8361 816.90164 0.38726791
## 44 1259.0208 1242.8333 941.1458 548.6667 737.4583 89.58333 0.06974944
## 45 1578.1250 1558.7500 1169.4306 670.5694 790.8194 264.83333 0.17175784
## 46 1271.2105 1154.3158 880.5789 468.3684 559.5789 846.05263 0.67658559
## 47 2129.5600 2062.1600 1364.0000 708.8800 828.3600 1270.96000 0.59910684
## 48 898.8333 793.5000 642.6667 294.8333 541.5000 369.16667 0.26815016
## 49 1540.4018 1524.8839 1053.8482 582.5536 650.3036 365.90179 0.24765476
## 50 1625.2308 1478.5385 1037.6538 640.0769 1041.2692 309.76923 0.17013023
## 51 2275.8571 2252.4405 1505.4167 799.4524 877.2024 722.50000 0.33985099
## 52 1385.0000 1379.2857 1038.7143 591.0000 708.2857 522.00000 0.35035799
## 53 1625.0000 1598.8378 1087.7027 587.6757 661.1622 681.72973 0.43721250
## 54 1217.5957 1190.5957 847.1277 491.9362 586.1702 615.59574 0.55905630
## 55 1628.8200 1612.0200 1157.9400 640.4400 704.5400 243.36000 0.15357922
## 56 1455.1290 1420.5484 1051.3226 579.3871 687.0000 182.16129 0.13220938
## 57 1228.9286 1219.2857 924.0000 560.6786 912.7500 131.57143 0.10542701
## 58 1337.8125 1271.0625 953.5000 528.2500 680.7500 79.06250 0.05580211
## 59 1097.8095 1088.7619 788.9524 451.0000 552.7619 526.23810 0.52007524
## 60 1899.6649 1872.1045 1269.1874 727.1099 785.2162 1001.04685 0.50884357
## 61 1074.2857 1043.8571 795.4286 454.3571 629.4286 81.64286 0.07417470
## 62 1242.6364 1193.0909 863.3182 473.2273 737.9545 456.45455 0.35259915
## 63 1677.7018 1657.1228 1212.9123 683.5965 818.2105 382.59649 0.24504187
## 64 1446.2000 1415.4923 994.6615 564.9231 659.6308 717.64615 0.51998861
## 65 1868.5917 1811.1083 1272.2250 780.3000 910.3667 428.13333 0.23430134
## 66 917.5455 876.8182 683.1364 392.1818 530.4545 562.77273 0.58645946
## 67 2019.9167 1806.2708 1074.7917 667.3438 817.7188 678.06250 0.33634818
## 68 1905.8400 1757.1867 1185.9067 700.3867 766.6933 584.18667 0.30402591
## 69 980.1538 923.6154 764.9231 411.6923 593.9231 252.61538 0.25052233
## 70 1518.4231 1424.8077 1031.3077 568.4615 658.0000 685.80769 0.46773913
## 71 1844.3750 1804.7500 1299.9375 680.1875 893.7812 465.06250 0.24093321
## 72 1121.5833 1107.8333 842.8333 493.2500 594.6667 312.91667 0.24381010
## 73 1511.7308 1489.3077 1074.0000 605.5385 708.7692 508.34615 0.35292864
## 74 1847.6250 1776.1458 1113.4271 720.5104 818.3646 837.21875 0.45184130
## 75 1704.8333 1679.0833 1316.9167 753.9167 972.8333 242.91667 0.13838409
## 76 1662.3023 1641.6395 1146.8605 651.6395 722.6395 343.16279 0.20997913
## 77 1102.1707 1064.3415 745.6098 452.3415 521.4634 470.43902 0.41900496
## 78 1516.3864 1475.2386 973.3864 522.3750 603.0114 1129.88636 0.73012599
## 79 1322.7536 1301.7246 948.7536 539.1449 637.3478 363.60870 0.26714038
## 80 1485.1596 1440.2979 1019.7447 556.3936 652.4362 410.07447 0.28923702
## 81 1279.4615 1255.8846 912.0000 506.6346 659.1346 211.90385 0.17218671
## 82 1412.4667 1392.7556 944.8222 523.0444 613.5556 688.71111 0.50048924
## 83 1306.0000 1208.3333 876.8148 485.6667 566.4815 736.51852 0.57434103
## 84 1328.5652 1286.3261 927.2826 515.5870 600.8261 254.45652 0.20703864
## 85 1480.8065 1462.8710 1083.9355 622.6452 715.6774 129.74194 0.09390145
## 86 1222.0169 1204.6780 858.9322 491.2712 576.7797 192.89831 0.15398007
## 87 1187.8333 1171.7500 821.4167 453.5833 745.9167 448.83333 0.29115646
## 88 1340.5200 1298.7600 1014.6000 564.9200 782.4000 129.96000 0.08474291
## 89 823.8000 685.0000 660.8000 326.2000 445.8000 384.40000 0.38438057
## 90 2200.9126 2173.0485 1398.4078 729.7573 773.2427 603.22330 0.27861942
## 91 1347.9394 1324.2424 907.1212 510.7273 609.6061 808.51515 0.66034214
## 92 2300.1275 2251.0352 1527.2132 858.2374 926.2110 912.88132 0.37327769
## 93 1335.5333 1271.8667 961.1333 518.6667 796.5333 823.80000 0.57548578
## 94 810.4000 797.0000 559.0667 338.2000 430.5333 450.13333 0.49759896
## 95 1745.7097 1560.2903 999.4839 656.6129 1081.2903 141.67742 0.08092238
## 96 1653.3600 1608.5867 1094.7333 642.0400 720.9867 764.82667 0.48479155
## 97 1291.6981 1271.4906 925.7925 535.0000 631.6981 160.75472 0.12670923
## 98 1478.8364 1450.4364 1004.5818 584.1455 654.6364 780.90909 0.57064458
## 99 1345.1786 1332.5000 951.1786 551.7143 621.4643 209.21429 0.15066664
## 100 1359.0000 1346.8462 1009.1538 569.3846 862.3846 100.53846 0.07497696
## lowincome lowincpct lesshs lesshspct under5 under5pct over64
## 1 549.8673 0.4174402 138.30973 0.16106337 82.71681 0.05534797 232.8053
## 2 582.7917 0.3879962 205.16667 0.19521105 75.91667 0.05013226 295.3750
## 3 481.3636 0.4884076 175.09091 0.23365562 40.09091 0.04003484 254.7273
## 4 581.5263 0.4721476 185.36842 0.19164984 62.94737 0.04794065 228.5789
## 5 455.0455 0.3879327 144.86364 0.16137970 53.36364 0.04277098 292.1364
## 6 402.4375 0.4580288 145.31250 0.15824990 40.18750 0.03719168 231.2500
## 7 572.0000 0.4676535 119.65714 0.13187570 65.48571 0.04784239 308.8000
## 8 458.7500 0.4699756 154.75000 0.18105236 42.20000 0.04088192 206.2500
## 9 556.0645 0.5282522 154.77419 0.19129775 57.90323 0.05804781 217.8065
## 10 435.1333 0.2979744 105.81111 0.09390192 58.94444 0.03692417 413.1333
## 11 542.2013 0.3552642 109.04545 0.09264570 83.55844 0.05113294 313.5844
## 12 630.1552 0.4088125 211.34483 0.19905904 73.68966 0.04662198 296.4828
## 13 597.0532 0.3273445 141.51064 0.12475242 137.61702 0.06447769 273.9255
## 14 536.4839 0.4369692 192.14516 0.20592006 66.72581 0.05082282 249.4516
## 15 497.8333 0.2440306 173.66667 0.12930086 82.00000 0.03515260 297.0000
## 16 283.9583 0.2754435 63.93056 0.08136868 41.16667 0.03641695 225.5139
## 17 467.7222 0.3974021 190.22222 0.20542034 58.77778 0.04116708 255.0000
## 18 584.0211 0.3637524 168.67368 0.15466219 93.47368 0.05579495 281.4632
## 19 578.9429 0.3080175 172.17143 0.13077810 98.65714 0.04966536 465.8857
## 20 534.5714 0.4130994 138.66667 0.14873041 53.76190 0.03644420 372.2381
## 21 431.2143 0.3595807 120.14286 0.13844495 47.42857 0.03680705 237.2857
## 22 673.8571 0.4301222 136.85714 0.12365401 57.28571 0.04092866 453.1429
## 23 562.4156 0.4598837 138.31169 0.16966641 69.98701 0.05510341 226.2078
## 24 544.1489 0.4751125 154.51064 0.17251402 59.97872 0.04705761 229.6170
## 25 535.5312 0.3790846 124.32812 0.13466670 104.43750 0.06345879 289.7344
## 26 676.5846 0.4321061 97.44103 0.10091263 130.36923 0.07146213 191.2821
## 27 473.8667 0.2669347 132.00000 0.09136921 93.33333 0.04177162 266.4000
## 28 323.4688 0.2152911 56.03125 0.05064283 52.40625 0.03357815 224.4062
## 29 574.2407 0.4134189 176.68519 0.18121879 83.22222 0.05200953 267.2130
## 30 505.0400 0.2957047 159.16000 0.13818610 79.24000 0.04207496 332.5200
## 31 911.8824 0.5152684 303.44118 0.25129382 109.44118 0.06085651 300.8529
## 32 634.9935 0.3464626 158.88889 0.13382685 134.18954 0.06250197 242.1961
## 33 569.2553 0.5205601 158.25532 0.20412254 66.85106 0.05850100 208.2766
## 34 554.8148 0.3857062 114.95885 0.12358054 93.57613 0.05999410 232.6420
## 35 757.2000 0.3926509 237.13333 0.17316196 121.16667 0.05503708 347.2333
## 36 468.1503 0.4083612 131.69364 0.16806135 74.67052 0.05784186 195.1272
## 37 345.2000 0.3064562 114.50000 0.13856905 47.60000 0.03636652 221.3000
## 38 507.2500 0.5102192 143.87500 0.20654299 44.62500 0.04369245 248.7500
## 39 585.7812 0.3574983 203.81250 0.17857174 90.59375 0.04478424 297.4688
## 40 696.4615 0.4430114 297.69231 0.25728639 82.15385 0.04960535 245.7692
## 41 636.1678 0.4118908 129.90411 0.12543561 106.83562 0.06099475 259.3836
## 42 514.8431 0.5291127 160.84314 0.23226848 53.37255 0.04872362 198.0980
## 43 826.8197 0.4079665 187.45902 0.14666013 160.75410 0.06782200 252.6885
## 44 417.1250 0.3501710 112.14583 0.12502418 59.64583 0.04432084 303.0833
## 45 485.0972 0.3301508 118.69444 0.10951766 76.79167 0.04756194 395.8889
## 46 552.7368 0.4943198 183.00000 0.21197049 58.42105 0.04714758 238.5263
## 47 894.6000 0.4519992 190.76000 0.15621910 186.16000 0.07442228 192.7600
## 48 344.1667 0.3094445 118.16667 0.12494005 46.66667 0.03172541 147.8333
## 49 452.4196 0.3213845 116.20536 0.12328063 85.83036 0.05558499 234.3661
## 50 603.6923 0.4158219 120.80769 0.11329549 75.00000 0.04741464 306.7692
## 51 790.8690 0.4130195 206.82143 0.16867690 146.63095 0.06400544 289.3571
## 52 711.2857 0.5212350 191.00000 0.18566867 61.85714 0.04480687 293.2857
## 53 654.8378 0.4262892 180.08108 0.18384519 104.89189 0.06509165 256.7027
## 54 572.2128 0.5143607 165.95745 0.21593098 69.74468 0.05918334 233.1064
## 55 564.7800 0.3792087 167.14000 0.15292776 82.28000 0.05396395 275.2200
## 56 604.5806 0.4300900 170.41935 0.16820049 63.61290 0.03928795 283.7097
## 57 453.8929 0.3840277 104.92857 0.11932434 60.10714 0.04991263 344.7500
## 58 489.9375 0.3966755 139.31250 0.15180438 59.75000 0.04371874 280.3750
## 59 463.4286 0.4439387 131.76190 0.16717262 58.71429 0.05121487 239.5238
## 60 553.1171 0.3028222 125.91171 0.10285855 128.72072 0.06522193 202.1928
## 61 367.3571 0.3517350 122.92857 0.17358753 47.78571 0.03800812 257.7857
## 62 526.7727 0.4545660 178.77273 0.20578410 68.77273 0.04861627 238.9545
## 63 482.3333 0.3225237 116.36842 0.11253872 94.08772 0.05588676 398.2105
## 64 506.5538 0.3901742 145.21538 0.16136440 81.32308 0.05293687 250.6769
## 65 627.8333 0.3617816 89.73333 0.07403077 94.28333 0.04764066 311.8917
## 66 420.3182 0.4662727 140.36364 0.19343314 42.09091 0.04624607 222.7727
## 67 716.0208 0.3990539 94.21875 0.09443355 182.72917 0.08478579 174.9688
## 68 507.9200 0.3056277 86.37333 0.07371168 87.90667 0.04260098 244.8533
## 69 365.2308 0.3808610 91.69231 0.11334706 35.61538 0.03404130 275.6154
## 70 537.5769 0.4061748 139.42308 0.14148143 95.61538 0.07014012 244.8846
## 71 569.4688 0.3090140 162.15625 0.12100185 104.65625 0.04728447 323.0938
## 72 423.6667 0.3265051 113.41667 0.11926838 51.00000 0.04028613 298.5833
## 73 557.1154 0.3897150 146.65385 0.15027934 79.19231 0.05030882 277.9615
## 74 775.5521 0.4590553 117.94792 0.11242899 108.76042 0.05492115 228.5312
## 75 547.0000 0.3180246 119.41667 0.08926729 56.50000 0.03136032 501.3333
## 76 655.4651 0.4104823 213.19767 0.19328012 94.16279 0.05679491 281.5465
## 77 522.1220 0.5046213 147.19512 0.19642232 67.78049 0.06309203 187.6098
## 78 808.3068 0.5562222 223.26136 0.23339339 102.69318 0.06975701 215.3977
## 79 528.5652 0.4101226 165.13043 0.17479987 68.18841 0.04927362 256.6377
## 80 552.0213 0.3882254 150.19149 0.15112388 83.77660 0.05400757 249.5319
## 81 530.8269 0.4278625 158.55769 0.17539240 65.25000 0.04654670 264.5192
## 82 668.5778 0.4881783 210.93333 0.21708758 90.91111 0.06240875 241.4667
## 83 626.5185 0.5494986 176.70370 0.19973572 81.55556 0.06262461 220.7407
## 84 472.6522 0.3902536 138.23913 0.15191692 74.76087 0.05447396 244.3913
## 85 493.3226 0.3482443 178.35484 0.17394059 66.16129 0.04351066 293.4839
## 86 512.8475 0.4217325 186.35593 0.21400064 62.88136 0.05045109 240.4915
## 87 559.7500 0.4205642 178.41667 0.20406917 74.83333 0.04973617 227.5833
## 88 501.1600 0.3971499 116.00000 0.11777856 56.40000 0.04337018 389.0000
## 89 352.2000 0.4084500 161.80000 0.20181076 23.40000 0.02435449 175.2000
## 90 518.3592 0.2668766 142.47573 0.11648696 129.07767 0.05687711 264.7476
## 91 661.1212 0.5370607 181.75758 0.21836497 83.75758 0.07088052 234.7273
## 92 527.2527 0.2515221 110.94725 0.07780403 145.90989 0.05845153 250.2242
## 93 581.4667 0.4378546 187.53333 0.18868625 57.13333 0.04445049 315.7333
## 94 385.0000 0.4404899 112.20000 0.18006760 42.40000 0.04705728 184.9333
## 95 685.9032 0.4140439 104.61290 0.09945259 57.67742 0.03805517 264.5161
## 96 722.3067 0.4656346 174.01333 0.17173443 111.17333 0.06342114 257.6267
## 97 549.6226 0.4335968 198.52830 0.21727845 64.24528 0.04622024 264.2830
## 98 632.2545 0.4934099 197.81818 0.22799302 87.72727 0.05433693 251.0727
## 99 556.3214 0.4282694 180.42857 0.18439632 70.71429 0.05350090 257.4286
## 100 610.1538 0.4525804 159.69231 0.15618317 63.53846 0.04504534 336.8462
## over64pct pre1960 pre1960pct vuleopct vuleo dispeo dslpm
## 1 0.1771052 149.39823 0.26917124 0.3919140 535.9212 32.591983 0.31652977
## 2 0.1978350 98.83333 0.15204557 0.2614009 405.8671 -141.949213 0.17280304
## 3 0.2567598 111.36364 0.14555685 0.3073918 308.8310 -44.500683 0.09937925
## 4 0.1856193 162.52632 0.27776011 0.5158688 670.7667 199.008126 0.17955891
## 5 0.2449194 138.45455 0.18089747 0.2326394 276.5605 -154.695441 0.09294807
## 6 0.2414349 132.43750 0.20044189 0.2765775 300.3192 -87.110398 0.09034049
## 7 0.2338142 140.51429 0.21691664 0.4263847 519.7859 41.685262 0.15565777
## 8 0.2105177 114.80000 0.23759821 0.5346044 572.3331 224.436740 0.13397961
## 9 0.2077864 86.12903 0.16127426 0.4930751 530.2882 144.346120 0.14271858
## 10 0.3172753 32.61111 0.04079631 0.2229890 348.2231 -151.043062 NA
## 11 0.1882356 182.86364 0.25920849 0.2604397 414.2111 -171.080960 0.25221749
## 12 0.2045420 157.81034 0.22869348 0.2853118 468.8633 -79.000322 0.22037398
## 13 0.1423851 148.53191 0.24402483 0.3324521 657.2000 -101.875670 0.43115183
## 14 0.1942544 141.27419 0.25445192 0.2866018 354.1364 -113.060554 0.20561481
## 15 0.1499563 118.00000 0.15064087 0.2021717 419.5000 -197.223193 0.15473071
## 16 0.2491433 88.25000 0.14579878 0.2002290 209.5189 -129.530331 NA
## 17 0.2043939 143.33333 0.22032932 0.3936879 495.2352 47.643057 0.17573368
## 18 0.1737724 132.84211 0.20538870 0.3006963 497.5845 -86.769046 0.27514719
## 19 0.2216028 110.14286 0.14734296 0.2882484 576.4735 -129.813681 0.21132811
## 20 0.2927199 98.76190 0.12519774 0.2464088 329.2558 -137.412566 0.11272115
## 21 0.2037117 135.00000 0.20327347 0.3442479 424.2037 64.816078 0.14649305
## 22 0.2840903 128.42857 0.12577411 0.2424457 386.4494 -160.690102 0.09703504
## 23 0.1892872 116.22078 0.21392041 0.3743418 454.6878 7.754956 0.27300703
## 24 0.2052754 116.02128 0.21920903 0.4357531 530.8153 106.580370 0.14971195
## 25 0.1856566 107.82812 0.19839682 0.3746689 547.6264 -22.869893 0.15709208
## 26 0.1234708 75.18462 0.12772951 0.4968006 828.0457 224.803074 NA
## 27 0.1572178 72.06667 0.07546156 0.1848275 349.8125 -259.318962 NA
## 28 0.1591291 87.46875 0.06585532 0.1518827 232.1986 -163.410813 NA
## 29 0.1801980 125.62963 0.20380424 0.3150962 442.1939 -97.844722 0.30975191
## 30 0.2021550 133.28000 0.19491758 0.2241477 382.7131 -212.217265 0.26214080
## 31 0.1803315 148.17647 0.19559573 0.4947542 880.0032 264.714198 0.15359399
## 32 0.1355834 142.73203 0.21464011 0.4489100 915.7598 206.299586 0.42433954
## 33 0.1971776 141.44681 0.28564615 0.5853710 649.2844 247.364121 0.21027140
## 34 0.1587560 138.97119 0.23743353 0.4102547 611.1772 69.565758 0.32319878
## 35 0.1769237 122.73333 0.14287362 0.4043219 783.4805 17.201756 0.19755063
## 36 0.1653679 118.75723 0.25656432 0.3504593 407.1872 -36.250065 0.37583540
## 37 0.2040917 121.70000 0.24954233 0.3407402 387.6701 -21.892642 0.15082953
## 38 0.2319127 98.62500 0.15145431 0.3209090 328.2875 -50.574856 0.08549048
## 39 0.1792519 123.90625 0.22249930 0.4032595 696.1428 44.479119 0.22703138
## 40 0.1483293 117.38462 0.17642192 0.4758806 804.7418 232.352740 0.15781048
## 41 0.1476139 144.51712 0.25187886 0.4575694 772.4190 137.304832 NA
## 42 0.2124153 141.98039 0.32554635 0.5740369 577.5869 218.267264 0.22280477
## 43 0.1390586 119.26230 0.16789414 0.3976172 834.1685 77.217501 0.21282488
## 44 0.2356631 170.29167 0.27994441 0.2099602 256.1733 -189.773316 0.13080635
## 45 0.2535953 111.01389 0.14655408 0.2509543 379.2198 -179.753889 NA
## 46 0.1945493 124.47368 0.24906385 0.5854527 730.2465 279.982308 0.15574047
## 47 0.1116875 64.80000 0.10680578 0.5255530 1096.9498 342.657287 NA
## 48 0.1205571 72.33333 0.08205631 0.2887973 385.0393 66.671538 NA
## 49 0.1568829 96.66964 0.17699338 0.2845196 412.0953 -133.516704 0.33445751
## 50 0.2006694 121.57692 0.12965477 0.2929761 494.0606 -81.597925 0.10358560
## 51 0.1462530 115.14286 0.17331659 0.3764352 761.6580 -44.453147 0.26336824
## 52 0.2049262 154.00000 0.22027435 0.4357965 618.1292 127.560687 0.12913767
## 53 0.1586252 113.48649 0.19075968 0.4317508 675.1211 99.544223 0.23751193
## 54 0.1924665 163.97872 0.31277669 0.5367085 600.3022 169.028421 0.19174867
## 55 0.1702729 100.84000 0.17838677 0.2663940 407.8475 -169.082360 0.27066314
## 56 0.2056833 145.67742 0.21931611 0.2811497 401.6876 -113.720770 0.18049430
## 57 0.2819852 146.17857 0.17015179 0.2447273 294.2633 -141.024552 0.10728014
## 58 0.2184594 153.93750 0.23739674 0.2262388 294.0973 -179.757404 0.12293083
## 59 0.2352747 161.95238 0.29790155 0.4820070 496.8406 107.995216 0.15708419
## 60 0.1133439 85.37117 0.13903627 0.4058329 780.2090 107.345544 NA
## 61 0.2524531 167.78571 0.28102585 0.2129549 229.5586 -150.954604 0.11498830
## 62 0.2055715 155.72727 0.24909687 0.4035826 513.8405 73.697335 0.16986314
## 63 0.2316239 110.12281 0.16990685 0.2837828 435.6780 -158.565803 0.18304542
## 64 0.1859334 125.01538 0.21611892 0.4550814 617.7099 105.464282 0.25970971
## 65 0.1643263 132.41667 0.19807151 0.2980415 543.1824 -118.674851 NA
## 66 0.2596166 140.77273 0.29890600 0.5263661 504.4648 179.469161 0.16710775
## 67 0.1040546 67.39583 0.11383226 0.3677010 726.9245 11.467733 NA
## 68 0.1307914 98.25333 0.14245257 0.3048268 576.5700 -98.480650 0.34352809
## 69 0.2586799 96.30769 0.16168913 0.3156917 322.7673 -24.404257 NA
## 70 0.1725477 160.92308 0.31534397 0.4369570 624.2673 86.440134 0.20981541
## 71 0.1809942 87.90625 0.11462612 0.2749736 523.4460 -129.833675 NA
## 72 0.1937675 96.50000 0.14325266 0.2851576 371.1532 -26.112882 0.14477123
## 73 0.2040040 150.92308 0.23806169 0.3713218 537.5622 2.105488 0.19609886
## 74 0.1349315 89.69792 0.16668811 0.4554483 821.9861 167.555219 0.24078693
## 75 0.3053656 223.66667 0.22659512 0.2282044 398.8702 -204.983705 0.19421313
## 76 0.1738452 126.93023 0.18688962 0.3102307 504.3061 -84.483258 0.26155204
## 77 0.1703379 122.90244 0.26032744 0.4618131 504.4140 114.023843 0.20145933
## 78 0.1465583 109.00000 0.20357671 0.6431741 980.2410 443.135290 0.22040500
## 79 0.2021050 196.75362 0.31364523 0.3386315 450.2984 -18.222421 0.21340966
## 80 0.1753235 175.23404 0.29282884 0.3387312 490.9233 -35.121845 0.35304974
## 81 0.2189072 163.69231 0.26517778 0.3000246 377.0244 -76.162290 0.21621754
## 82 0.1768444 120.44444 0.20907603 0.4943338 683.7422 183.444967 0.16318634
## 83 0.1778456 121.22222 0.24794633 0.5619198 702.2288 239.642104 0.19567271
## 84 0.1884201 185.00000 0.34485209 0.2986461 371.7971 -98.782171 0.25156630
## 85 0.2079573 115.22581 0.16485219 0.2210729 314.8444 -209.658893 0.17646868
## 86 0.2018956 137.57627 0.23097666 0.2878563 357.2810 -75.558754 0.18749997
## 87 0.1929271 107.25000 0.14826737 0.3558603 508.1537 87.421784 NA
## 88 0.2880976 145.44000 0.22364280 0.2409464 323.8429 -150.970825 0.10196269
## 89 0.1794784 127.80000 0.23118452 0.3964153 384.6713 92.880395 0.12935258
## 90 0.1287587 67.33981 0.10678785 0.2727480 566.8866 -212.679081 0.33612482
## 91 0.1739225 133.51515 0.26420751 0.5987014 740.7816 263.339938 0.23126831
## 92 0.1242591 65.79341 0.10077470 0.3123999 727.1955 -87.512275 0.42932467
## 93 0.2488037 144.33333 0.20662887 0.5066702 716.6377 243.590316 0.16923835
## 94 0.2228574 97.13333 0.20507851 0.4690444 418.3383 131.293687 0.13331156
## 95 0.1773820 135.35484 0.14139952 0.2474831 482.2409 -136.091413 0.12426784
## 96 0.1637939 123.17333 0.20809333 0.4752131 752.3040 166.682069 0.20878279
## 97 0.2089182 122.67925 0.21392598 0.2801530 359.9629 -97.558045 0.15159615
## 98 0.1758329 146.32727 0.27139031 0.5320272 715.1185 191.312987 0.25919652
## 99 0.1938092 145.67857 0.24983535 0.2894680 385.4222 -91.041604 0.20863734
## 100 0.2496380 170.30769 0.21326206 0.2637787 358.0441 -123.315183 0.09633023
## cancer resp ptraf pwdis pnpl prmp ptsdf
## 1 34.59308 0.4576592 NA NA 0.018487268 0.46651075 1.08713271
## 2 30.84475 0.3938572 NA NA 0.037912568 0.09692420 0.12815287
## 3 21.84325 0.2680125 NA NA 0.049249745 0.04654865 0.04657801
## 4 35.18457 0.4911926 NA NA 0.045261657 0.05523394 0.23587285
## 5 20.98061 0.2573567 NA NA 0.070518297 0.02690828 0.22496000
## 6 20.49582 0.2441193 NA NA 0.016394080 0.02883423 0.05077100
## 7 26.63451 0.3599771 NA NA 0.156930039 0.21707499 0.27701601
## 8 26.28007 0.3434102 NA NA 0.016108952 0.17717621 0.05320158
## 9 29.93067 0.4174150 NA NA 0.025594423 0.18182049 0.16304169
## 10 NA NA NA NA 0.069348304 0.14680634 0.36927853
## 11 27.28900 0.3505627 NA NA 0.170159994 0.23896088 1.47101235
## 12 32.32983 0.4271602 NA NA 0.018509797 0.60736785 0.60848659
## 13 38.02914 0.5219152 NA NA 0.215837087 0.40999325 0.67363869
## 14 31.33500 0.4103644 NA NA 0.020028869 0.79875696 1.46360828
## 15 23.80679 0.3058080 NA NA 0.016490846 0.14004003 0.09201705
## 16 NA NA NA NA 0.042450175 0.04642283 0.29240034
## 17 30.89038 0.4054905 NA NA 0.038654448 0.09087409 0.11376247
## 18 35.77856 0.4574717 NA NA 0.043979867 0.71651389 1.54476147
## 19 33.67628 0.4570581 NA NA 0.030940689 0.39990107 0.14415137
## 20 25.91320 0.3310356 NA NA 0.011506724 0.11398211 0.15278969
## 21 24.60909 0.3230565 NA NA 0.012155968 0.04779760 0.06446356
## 22 24.81827 0.3090753 NA NA 0.012503830 0.05276495 0.07688091
## 23 36.16066 0.4749268 NA NA 0.106017820 0.39733422 0.61789945
## 24 30.14047 0.4188799 NA NA 0.038614054 0.06998162 0.31620173
## 25 28.68126 0.4230975 NA NA 0.106926145 0.42529881 0.37592439
## 26 NA NA NA NA 0.172371297 0.38488849 0.95848908
## 27 NA NA NA NA 0.016751439 0.09288359 0.04610997
## 28 NA NA NA NA 0.007005027 0.16419952 0.21525972
## 29 35.46591 0.4711024 NA NA 0.027097171 0.47450556 0.85883220
## 30 33.62059 0.4463013 NA 0.001438777 0.039966488 0.19717246 0.32604591
## 31 29.10694 0.3960308 NA NA 0.018890780 0.19092452 0.11223393
## 32 39.47396 0.4954464 NA NA 0.072952634 0.48767075 2.53619109
## 33 29.79396 0.3903928 NA NA 0.015702364 0.60229497 0.44352947
## 34 35.65933 0.4513286 NA NA 0.027115581 0.45475852 2.80220190
## 35 32.25461 0.4315558 NA NA 0.029152717 0.14192604 0.26961895
## 36 39.66390 0.5181158 NA NA 0.333406657 1.08978188 1.69676397
## 37 26.09084 0.3409217 NA NA 0.022082794 0.05798133 0.07133688
## 38 22.75260 0.2944589 NA NA 0.015646146 0.05651647 0.07363816
## 39 34.50889 0.4544088 NA NA 0.309771440 0.23518987 0.82028443
## 40 28.32582 0.3730194 NA NA 0.018346811 0.06687062 0.09456515
## 41 NA NA NA NA 0.014239096 0.68341145 3.47950235
## 42 31.13998 0.4217635 NA NA 0.012602661 0.48075172 0.39617224
## 43 34.21505 0.4802159 NA NA 0.031884113 0.26290582 0.17011664
## 44 22.33353 0.2847963 NA NA 0.263121311 0.56991820 0.23949379
## 45 NA NA NA NA 0.159313674 0.19636730 0.85179504
## 46 27.98550 0.3665439 NA NA 0.014607220 0.08537003 0.24381093
## 47 NA NA NA NA 0.075163949 0.69033708 0.12642215
## 48 NA NA NA NA 0.008852141 0.01458916 0.01079700
## 49 35.22766 0.4816882 NA NA 0.167157907 0.65273912 0.78886206
## 50 22.44427 0.2850856 NA NA 0.061130664 0.13627221 0.16023591
## 51 32.23070 0.4457265 NA NA 0.025035707 0.41393380 0.23723157
## 52 28.38102 0.4164428 NA NA 0.030255525 0.07672506 0.06736424
## 53 34.57777 0.5685818 129.5365 NA 0.024198807 0.32997824 0.98595583
## 54 28.79850 0.3973143 NA NA 0.018016999 0.40917782 0.24472760
## 55 35.37423 0.4688820 NA NA 0.040408049 0.53119444 0.71207911
## 56 27.73757 0.3567475 NA NA 0.027711393 0.22703076 0.40135613
## 57 24.04552 0.3083235 NA NA 0.023084511 0.26052792 0.04351834
## 58 23.88297 0.3029172 NA NA 0.033400503 0.11140618 0.27539939
## 59 26.69859 0.3526753 NA NA 0.031709454 0.17037817 0.03827832
## 60 NA NA NA NA 0.067862546 0.66508485 2.90562508
## 61 22.19441 0.2720081 NA NA 0.020664862 0.04479133 0.20259426
## 62 34.81807 0.4974464 NA NA 0.024453482 0.29464461 0.13744873
## 63 35.46156 0.4806656 NA NA 0.227353908 0.17509230 0.20682394
## 64 31.13754 0.4141487 NA NA 0.014516391 0.47430853 0.76606257
## 65 NA NA NA NA 0.128909967 0.46380382 2.50534509
## 66 29.46246 0.3895834 NA NA 0.012196882 0.22838202 0.14664309
## 67 NA NA NA NA 0.286745662 0.19709319 0.63343122
## 68 36.04644 0.4767221 NA NA 0.040670809 0.14261019 1.70097135
## 69 NA NA NA NA 0.039207659 0.15626147 0.12481899
## 70 24.66018 0.3213893 NA NA 0.017189212 0.65990225 0.72070612
## 71 NA NA NA NA 0.036057435 0.09209085 0.12745439
## 72 23.80005 0.3060401 NA NA 0.012246907 0.22487321 0.07536073
## 73 31.66348 0.4144187 NA NA 0.185567328 0.29293685 0.28197182
## 74 29.04834 0.3926509 NA NA 0.036455741 0.27846276 1.40174886
## 75 30.18075 0.3892443 NA NA 0.054191449 0.06769332 0.06543010
## 76 34.46271 0.4531987 NA NA 0.015957430 0.33723267 0.95011376
## 77 35.34499 0.4992846 138.3595 NA 0.109754706 0.41265198 0.31866491
## 78 32.47018 0.4575729 NA NA 0.024348766 0.54838042 0.31598072
## 79 31.89096 0.4139661 NA NA 0.021662653 0.54577698 0.72282342
## 80 36.59263 0.4923564 NA NA 0.121167003 0.52435863 0.84194379
## 81 34.06881 0.4507877 NA NA 0.030520071 0.44827288 0.52553177
## 82 30.51232 0.4137775 NA NA 0.024504754 0.34267322 0.24234168
## 83 35.15641 0.4991327 NA NA 0.030816195 0.30240859 0.28337228
## 84 38.86160 0.4982897 NA NA 0.031207508 0.30997159 0.19452894
## 85 29.92433 0.3784246 NA NA 0.024554835 0.09221757 0.32579919
## 86 28.03075 0.3634573 NA NA 0.032553165 0.42729318 0.17932866
## 87 NA NA NA NA 0.028924486 0.04305214 0.20126995
## 88 24.20718 0.2988564 NA NA 0.036143224 0.20702273 0.76833204
## 89 23.23082 0.2950123 NA NA 0.009602298 0.13897133 0.03473965
## 90 36.75110 0.5062466 NA NA 0.050049336 0.34594334 1.01051814
## 91 33.08215 0.4339669 NA NA 0.053054379 0.35135000 0.60129843
## 92 36.51520 0.4943147 NA NA 0.127167325 0.22285693 2.04847960
## 93 30.93600 0.4110591 NA NA 0.023064707 0.04557286 0.04271949
## 94 24.87767 0.3325719 NA NA 0.018353096 0.30255465 0.05122357
## 95 21.94132 0.2672414 NA NA 0.025480489 0.02745375 0.43563828
## 96 31.65313 0.4197343 NA NA 0.013158771 0.18919366 0.54042891
## 97 27.88877 0.3647305 NA NA 0.036488529 0.68584650 0.32942549
## 98 31.51647 0.4133079 201.7222 NA 0.014350935 0.95566333 0.60423848
## 99 30.39726 0.4044873 NA NA 0.127921350 0.17458549 0.19750888
## 100 21.61371 0.2668410 NA NA 0.028564969 0.04211164 0.35770114
## ozone pm25 d_dslpm_2 d_cancr_2 d_ptraf_2 d_pwdis_2 d_pnpl_2
## 1 43.45316 8.297337 20.551376 1203.8700 NA NA 0.5917337
## 2 43.16748 8.401689 -24.041662 -4428.8246 NA NA -4.8455965
## 3 42.31874 7.133256 -4.067480 -987.8557 NA NA -2.1888089
## 4 42.09358 7.856333 36.596005 7057.9545 NA NA 8.6984956
## 5 42.85610 6.934824 -13.882709 -3251.3249 NA NA -12.4242546
## 6 42.75757 6.909698 -7.962184 -1806.5473 NA NA -1.4888087
## 7 39.17018 7.163471 11.160443 1190.8372 NA NA 32.3761427
## 8 39.68727 7.278513 30.140105 5922.3808 NA NA 3.9088078
## 9 39.02552 7.724246 20.639936 4327.5557 NA NA 4.1458859
## 10 37.20899 7.038491 NA NA NA NA -10.6908290
## 11 43.01987 7.345986 -34.807720 -4595.5819 NA NA -31.6276999
## 12 42.68886 8.180606 -14.220791 -2495.3479 NA NA -1.5658187
## 13 46.20573 8.761144 -33.020743 -3669.8362 NA NA 6.1549285
## 14 42.81260 8.063705 -19.448456 -3585.2037 NA NA -2.5014372
## 15 40.84772 6.815600 -31.166904 -4722.7950 NA NA -4.2889766
## 16 NA NA NA NA NA NA -5.9471799
## 17 42.59759 8.082435 7.942334 1467.0650 NA NA 1.6848854
## 18 44.06155 8.792430 -17.436018 -2885.2142 NA NA -5.1299145
## 19 42.77030 8.350016 -32.181789 -4622.3431 NA NA -9.2225248
## 20 39.93143 7.372454 -16.497980 -3658.6480 NA NA -1.5119331
## 21 39.48394 7.050079 10.168985 1613.3788 NA NA 0.9058248
## 22 38.52373 7.243753 -15.284781 -3979.9191 NA NA -2.0101190
## 23 43.77920 8.837614 6.773251 343.0038 NA NA 3.6018711
## 24 37.60878 7.551723 16.496518 3253.2133 NA NA 5.6111725
## 25 38.15876 7.074984 -1.149317 -815.0022 NA NA -8.6836342
## 26 42.57637 8.496981 NA NA NA NA 51.3032435
## 27 NA NA NA NA NA NA -5.9192294
## 28 NA NA NA NA NA NA -1.5999880
## 29 45.75724 8.415621 -18.788098 -3233.2286 NA NA -2.6541790
## 30 45.29172 8.444352 -54.564412 -7137.7812 NA -0.3881073 -8.3060765
## 31 38.91913 7.685799 42.282331 7716.2569 NA NA 4.3315632
## 32 43.33128 8.889867 99.323169 8727.8340 NA NA 15.0891989
## 33 41.06751 7.849900 59.011437 7571.0044 NA NA 3.6399680
## 34 45.62033 8.323611 32.605858 2701.6437 NA NA 1.2231501
## 35 42.36211 8.351386 1.722497 535.1733 NA NA 0.6129208
## 36 44.64218 9.068831 -5.934967 -1126.4565 NA NA 2.6733595
## 37 39.87465 7.206519 -3.327160 -566.2376 NA NA -0.5275630
## 38 41.10496 7.178174 -5.027040 -1171.6520 NA NA -0.8971101
## 39 42.89987 8.461853 16.227701 1752.3992 NA NA 66.8292110
## 40 40.92197 7.861686 36.680871 6588.0666 NA NA 4.1996196
## 41 45.49677 8.297834 NA NA NA NA 1.8795799
## 42 40.64639 7.813898 43.870843 6684.4612 NA NA 2.7857882
## 43 42.33418 8.512906 17.262215 2627.8827 NA NA 2.5933520
## 44 43.09712 7.094344 -23.576567 -4205.6319 NA NA -44.9660626
## 45 42.23842 7.545074 NA NA NA NA -22.5928132
## 46 39.84965 7.400615 42.835331 7816.2670 NA NA 4.1457976
## 47 42.44037 8.237348 NA NA NA NA 22.2835949
## 48 NA NA NA NA NA NA 0.9905509
## 49 45.18093 8.764580 -39.305533 -4823.7465 NA NA 1.5717447
## 50 40.21792 7.084506 -10.091257 -1871.3535 NA NA -5.5929307
## 51 41.76211 8.473712 -9.279486 -1500.3830 NA NA -2.2163470
## 52 38.41021 7.287337 16.318307 3657.2599 NA NA 4.0569737
## 53 42.39778 8.334647 28.768817 3472.7808 26375.88 NA 2.2668094
## 54 40.11526 7.688266 35.785793 4908.2969 NA NA 3.0015053
## 55 44.62358 8.937224 -40.577344 -5884.8501 NA NA -7.3761768
## 56 42.49923 7.532774 -16.968279 -3077.8925 NA NA -3.2626041
## 57 37.77120 7.115526 -13.922160 -3354.1415 NA NA -3.2152458
## 58 43.80217 7.177182 -22.799946 -4321.9475 NA NA -6.5309125
## 59 40.02853 7.372141 17.610881 2897.1718 NA NA 2.6588976
## 60 45.63926 9.053602 NA NA NA NA 9.7903646
## 61 42.99487 6.937168 -17.519777 -3352.1092 NA NA -3.1144198
## 62 42.48438 7.548112 12.808992 2579.9124 NA NA 2.4536235
## 63 42.23749 7.873792 -28.471171 -5800.1959 NA NA -30.5899005
## 64 41.45326 8.070645 31.534701 3323.5950 NA NA 1.4960622
## 65 NA NA NA NA NA NA 0.6620284
## 66 40.25518 7.667405 31.739172 5377.0854 NA NA 2.0529568
## 67 NA NA NA NA NA NA 37.7457720
## 68 43.06996 8.642183 -26.492157 -3277.0682 NA NA -3.5618019
## 69 NA NA NA NA NA NA -1.8526777
## 70 40.29246 6.873827 24.157500 2222.2731 NA NA 1.5422046
## 71 NA NA NA NA NA NA -4.9715778
## 72 39.66935 6.968614 -3.732316 -600.7129 NA NA -0.3830521
## 73 42.80025 8.243473 7.858191 156.6856 NA NA 18.4907939
## 74 40.68700 7.640995 46.381466 4914.9433 NA NA 6.1619742
## 75 42.61664 8.065378 -40.768210 -6189.2647 NA NA -11.8460834
## 76 44.24613 8.098258 -18.110936 -2812.9806 NA NA -1.4765618
## 77 41.82070 7.775240 23.949293 4014.6142 23287.06 NA 11.4159067
## 78 40.78964 8.097868 93.864929 14312.4573 NA NA 11.1722174
## 79 43.40692 7.935987 -2.351094 -561.4391 NA NA -0.1120998
## 80 45.84296 8.610601 -1.456152 -1092.5594 NA NA 1.1215722
## 81 43.01237 8.377364 -12.060370 -2452.1705 NA NA -2.2982708
## 82 40.44053 8.094001 29.088417 5546.7069 NA NA 3.8187215
## 83 41.85259 8.046123 48.043113 8486.5525 NA NA 7.2844649
## 84 43.96000 8.056566 -19.782266 -3404.0299 NA NA -4.2377916
## 85 43.85664 7.818871 -36.860752 -6276.2788 NA NA -5.4273462
## 86 42.81762 7.638205 -13.312812 -2111.8831 NA NA -2.5116317
## 87 40.71103 7.311667 NA NA NA NA 3.9835576
## 88 41.13817 7.122076 -16.078811 -3692.1865 NA NA -5.7060760
## 89 38.95505 6.717312 12.014319 2157.6878 NA NA 1.1212571
## 90 43.77941 8.611828 -67.587978 -7958.5588 NA NA -12.8474404
## 91 42.10568 8.223186 61.006643 8724.8916 NA NA 13.0669557
## 92 43.24921 8.914699 -22.203707 -3083.1211 NA NA -11.3647092
## 93 41.31524 7.980443 40.327023 7541.5281 NA NA 6.0486761
## 94 39.13543 7.030489 17.607095 3307.8067 NA NA 2.6680361
## 95 42.88532 6.975358 -14.157800 -2943.2669 NA NA -3.6352602
## 96 41.01689 8.147968 38.922582 5520.0693 NA NA 2.0729228
## 97 42.38774 7.707809 -12.019035 -2652.8743 NA NA -3.6963547
## 98 41.58397 8.106571 52.645706 6138.7943 55491.22 NA 2.6572699
## 99 43.62504 8.100779 -16.699409 -2764.4715 NA NA -9.7790314
## 100 43.58217 6.937257 -11.385999 -2649.4924 NA NA -3.5844913
## d_ptsdf_2 d_ozone_2 d_pm25_2 state_name region arealand areawater
## 1 26.870053 1412.7912 275.69598 NA 4 9705172 247718.31
## 2 -20.473410 -6126.9818 -1194.02764 NA 4 28056590 393582.83
## 3 -2.472353 -1882.2382 -321.03837 NA 4 55191000 337730.82
## 4 62.906865 8363.9082 1560.80197 NA 4 72446218 768590.16
## 5 -33.067156 -6622.9999 -1074.63713 NA 4 50040991 367869.32
## 6 -5.161336 -3720.8510 -603.55075 NA 4 40037633 27830.31
## 7 60.770019 1664.1217 307.71381 NA 4 61565730 9684688.54
## 8 10.760871 8919.1509 1639.44463 NA 4 90542929 5454406.80
## 9 20.649824 5627.3801 1112.53197 NA 4 73093152 1064866.65
## 10 -71.182700 -5627.6207 -1058.05120 NA 4 24437611 5765756.80
## 11 -155.673361 -7355.8743 -1256.31243 NA 4 11041032 58070.15
## 12 -26.736616 -3384.0428 -652.44374 NA 4 22605981 357239.59
## 13 -49.727602 -4691.6710 -889.47173 NA 4 9953214 74539.27
## 14 -34.284646 -4853.3678 -927.94003 NA 4 19712782 113522.63
## 15 -21.003086 -8023.2817 -1355.29350 NA 4 103741447 30185484.17
## 16 -37.628896 NA NA NA 4 18259670 29597977.11
## 17 4.358018 2023.8269 383.94511 NA 4 61205150 480215.61
## 18 108.927675 -3859.3651 -763.77852 NA 4 10942641 399422.35
## 19 -48.818261 -5567.3707 -1158.05598 NA 4 50446868 2018138.14
## 20 -23.460125 -5475.3532 -1022.56329 NA 4 56182579 1372616.38
## 21 6.340625 2556.6407 456.73971 NA 4 31941424 11283297.29
## 22 -11.908486 -6187.3632 -1162.38009 NA 4 79543501 2145393.57
## 23 27.185857 343.2925 71.52735 NA 4 15614148 132462.92
## 24 56.877641 4003.8245 802.22877 NA 4 51695964 930300.91
## 25 14.583209 -837.4091 -155.75899 NA 4 28594956 2698672.06
## 26 219.351608 9598.2731 1916.24931 NA 4 8667309 78378.02
## 27 -13.446060 NA NA NA 4 45227721 45668265.87
## 28 -49.567393 NA NA NA 4 31017168 93766326.81
## 29 49.439837 -4476.5123 -820.86207 NA 4 13265850 346779.90
## 30 -71.887248 -9617.6567 -1788.75372 NA 4 27318712 295964.04
## 31 22.174539 10382.2872 2060.47422 NA 4 62063541 417449.38
## 32 642.048733 8958.4183 1849.54677 NA 4 4849070 193160.93
## 33 144.296965 10169.6682 1952.81060 NA 4 27852463 79027.81
## 34 447.856464 3215.2821 584.02608 NA 4 4346296 48495.04
## 35 -3.971657 689.6062 129.34560 NA 4 42458569 239289.40
## 36 122.561959 -1630.3906 -329.21562 NA 4 5325499 119233.55
## 37 -2.414226 -872.4392 -156.60694 NA 4 88218172 1329200.80
## 38 -3.744216 -2075.0431 -365.84585 NA 4 94523270 3132579.12
## 39 134.634349 1890.2985 371.67512 NA 4 43057817 453239.12
## 40 23.713563 9504.4834 1826.07701 NA 4 53142391 93645.31
## 41 846.567614 6257.0133 1147.20753 NA 4 5728933 104180.57
## 42 48.171735 8879.3636 1704.97188 NA 4 36754266 331863.08
## 43 14.628112 3260.2272 653.52078 NA 4 25264115 268315.61
## 44 -43.633784 -8171.0675 -1344.17127 NA 4 29869038 50801.62
## 45 -131.960213 -7587.5981 -1347.88146 NA 4 13415068 76909.72
## 46 81.766808 11155.0741 2069.00279 NA 4 48141543 986179.95
## 47 35.941428 14529.8940 2821.84540 NA 4 40416017 158293.84
## 48 1.162028 NA NA NA 4 264322562 365493493.83
## 49 -7.998501 -6096.9352 -1185.70080 NA 4 13278118 537423.62
## 50 -21.810297 -3208.9149 -580.48084 NA 4 48930129 375165.04
## 51 10.276220 -1893.8139 -394.15708 NA 4 24396212 137658.19
## 52 7.905455 4868.1102 921.52809 NA 4 174405280 861689.29
## 53 274.399867 4221.5015 834.74241 NA 4 17854254 289872.68
## 54 45.188111 6787.8277 1298.48307 NA 4 21992128 125538.32
## 55 -61.355040 -7610.6373 -1511.69317 NA 4 15324508 467293.00
## 56 -31.250327 -4837.4645 -851.39914 NA 4 36757340 450867.16
## 57 -6.348176 -5315.1500 -1000.27333 NA 4 47691305 378294.18
## 58 -62.643841 -7864.0550 -1288.82711 NA 4 72781108 302547.69
## 59 4.101619 4338.0003 800.79181 NA 4 56292151 35552.86
## 60 488.219227 4988.0378 975.92941 NA 4 2443328 105115.93
## 61 -32.540697 -6498.1933 -1048.69635 NA 4 40931456 116285.21
## 62 10.200370 3067.7774 542.01835 NA 4 57865566 1178178.23
## 63 -21.820700 -6697.1092 -1252.35255 NA 4 31701357 363524.12
## 64 122.542673 4371.2015 851.37853 NA 4 21534459 95043.48
## 65 61.446172 NA NA NA 4 4148354 2949491.43
## 66 23.247924 7236.1099 1383.15040 NA 4 63177177 1637540.14
## 67 87.909405 NA NA NA 4 20556435 3864819.19
## 68 7.150624 -4238.7095 -844.17852 NA 4 13728066 118333.24
## 69 2.115135 NA NA NA 4 67041199 44851672.15
## 70 151.600314 3479.5683 593.61949 NA 4 22600633 6220967.92
## 71 -43.661769 NA NA NA 4 70520162 5088548.94
## 72 -5.012284 -1039.1365 -180.70475 NA 4 53341640 17652458.08
## 73 53.187849 90.9426 14.49219 NA 4 39082367 1200720.04
## 74 404.075452 6847.3815 1286.11669 NA 4 17600209 85915.04
## 75 -13.917710 -8734.7907 -1654.64357 NA 4 51300526 163669.58
## 76 -16.144480 -3791.8971 -693.41967 NA 4 23560418 230245.31
## 77 44.309148 4772.4339 889.46887 NA 4 29924065 378975.37
## 78 108.347311 18175.1179 3600.08375 NA 4 27879951 57686.30
## 79 30.122316 -831.7208 -143.43051 NA 4 21231595 267556.83
## 80 83.884744 -1603.3524 -300.74232 NA 4 14092801 342931.88
## 81 -22.498194 -3265.9712 -626.86692 NA 4 28163005 90245.92
## 82 60.106797 7336.9841 1466.96740 NA 4 54430165 109418.36
## 83 80.502987 10032.1969 1930.90257 NA 4 30613706 142295.74
## 84 -25.704413 -4376.4992 -808.38870 NA 4 22247184 548755.46
## 85 -61.845069 -9187.2788 -1639.36547 NA 4 37514194 567236.87
## 86 -12.637766 -3240.1925 -578.82070 NA 4 23430269 175213.41
## 87 2.156075 3713.3598 621.69114 NA 4 113900872 2701347.25
## 88 -77.628447 -6219.0757 -1083.50442 NA 4 39205660 204405.56
## 89 4.175012 3618.1602 623.90660 NA 4 202420784 106914890.40
## 90 -188.926294 -9362.5210 -1870.17017 NA 4 15909268 174911.46
## 91 173.633556 11081.3609 2164.50686 NA 4 19809334 1278306.94
## 92 -39.392885 -3800.9853 -779.20077 NA 4 4752042 127631.20
## 93 11.418495 10088.0839 1950.18155 NA 4 74094196 2621338.93
## 94 8.512272 5146.9329 926.95529 NA 4 59830414 13018813.33
## 95 -6.007321 -5828.4766 -952.20496 NA 4 26101949 75234.16
## 96 160.277817 6811.2478 1354.87258 NA 4 19128510 131402.55
## 97 -1.835258 -4138.7287 -751.11986 NA 4 36872637 129479.87
## 98 84.425278 7954.1711 1549.22281 NA 4 17309323 260594.36
## 99 -11.400715 -3990.1952 -737.88510 NA 4 30982004 258306.93
## 100 -43.146908 -5385.6333 -856.48143 NA 4 62277694 117273.92
## npl_cnt tsdf_cnt shape_length shape_area
## 1 0.000000000 0.10619469 16632.472 15255287
## 2 0.000000000 0.04166667 32339.270 43472594
## 3 0.000000000 0.00000000 47686.766 86083790
## 4 0.000000000 0.05263158 48568.005 109294568
## 5 0.045454545 0.09090909 50378.349 78033330
## 6 0.000000000 0.00000000 45198.050 61461012
## 7 0.028571429 0.02857143 44564.024 107704421
## 8 0.000000000 0.05000000 61154.495 147220913
## 9 0.000000000 0.06451613 50571.628 109751216
## 10 0.022222222 0.11111111 26881.791 44096242
## 11 0.019480519 0.16883117 19188.706 16829296
## 12 0.000000000 0.12068966 27128.920 34938538
## 13 0.010638298 0.12765957 15343.280 15120860
## 14 0.000000000 0.22580645 23384.365 30319498
## 15 0.000000000 0.00000000 73406.074 206828689
## 16 0.000000000 0.04166667 30488.246 71248256
## 17 0.000000000 0.00000000 48318.567 95389232
## 18 0.000000000 0.24210526 19163.296 17219368
## 19 0.000000000 0.05714286 41599.773 79732056
## 20 0.000000000 0.09523810 50631.563 86252274
## 21 0.000000000 0.00000000 37789.929 66391123
## 22 0.000000000 0.00000000 60531.914 122190903
## 23 0.012987013 0.10389610 22651.292 23713701
## 24 0.021276596 0.06382979 40543.603 77242900
## 25 0.015625000 0.04687500 28380.221 46878668
## 26 0.010256410 0.07692308 14382.874 13079212
## 27 0.000000000 0.00000000 64336.665 140467177
## 28 0.000000000 0.06250000 54538.082 189463000
## 29 0.000000000 0.11111111 20407.911 20734270
## 30 0.000000000 0.08000000 32458.768 42204499
## 31 0.000000000 0.02941176 48818.850 93187525
## 32 0.000000000 0.25490196 11840.642 7726971
## 33 0.000000000 0.04255319 28704.803 42671458
## 34 0.000000000 0.19341564 11063.320 6750868
## 35 0.000000000 0.13333333 40874.076 65509433
## 36 0.023121387 0.13872832 13072.568 8191518
## 37 0.000000000 0.00000000 64364.255 138657055
## 38 0.000000000 0.12500000 63864.260 147122814
## 39 0.062500000 0.21875000 36843.194 67132497
## 40 0.000000000 0.00000000 47917.445 80468939
## 41 0.000000000 0.25684932 11907.427 8948744
## 42 0.000000000 0.03921569 32279.681 57151700
## 43 0.000000000 0.03278689 29421.345 38483227
## 44 0.041666667 0.04166667 29469.504 45304974
## 45 0.013888889 0.15277778 21643.093 20319338
## 46 0.000000000 0.10526316 42400.040 75903271
## 47 0.000000000 0.00000000 31517.511 60633209
## 48 0.000000000 0.00000000 151760.736 950206957
## 49 0.017857143 0.12500000 19971.202 21050578
## 50 0.000000000 0.03846154 43113.570 74167011
## 51 0.000000000 0.09523810 29534.581 37114395
## 52 0.000000000 0.00000000 99962.269 261941044
## 53 0.000000000 0.21621622 22462.512 27419126
## 54 0.000000000 0.08510638 26119.300 33230534
## 55 0.000000000 0.16000000 22803.171 23870414
## 56 0.000000000 0.12903226 37512.136 56516678
## 57 0.000000000 0.00000000 42171.371 72066349
## 58 0.000000000 0.06250000 55825.639 111497894
## 59 0.000000000 0.00000000 48085.940 85902875
## 60 0.001801802 0.17837838 8468.602 3829650
## 61 0.000000000 0.07142857 44699.656 62867433
## 62 0.000000000 0.04545455 47457.842 88913635
## 63 0.052631579 0.05263158 31083.286 48260569
## 64 0.000000000 0.13846154 25404.856 33088916
## 65 0.008333333 0.24166667 12658.684 10397404
## 66 0.000000000 0.04545455 51636.378 100291031
## 67 0.020833333 0.08333333 23390.838 36225054
## 68 0.000000000 0.09333333 18513.247 21232346
## 69 0.000000000 0.07692308 57417.720 167753223
## 70 0.000000000 0.11538462 24384.921 44424126
## 71 0.000000000 0.03125000 51381.074 111633040
## 72 0.000000000 0.08333333 47811.228 109183126
## 73 0.038461538 0.03846154 31776.675 62288065
## 74 0.000000000 0.17708333 21208.881 26805215
## 75 0.000000000 0.00000000 47430.436 77398465
## 76 0.000000000 0.13953488 27449.779 36162186
## 77 0.024390244 0.02439024 26139.204 45271555
## 78 0.000000000 0.05681818 30367.812 41372113
## 79 0.000000000 0.15942029 27001.804 33248253
## 80 0.010638298 0.12765957 19003.383 21903895
## 81 0.000000000 0.09615385 28997.415 42619730
## 82 0.000000000 0.02222222 43645.134 81452028
## 83 0.000000000 0.11111111 28346.420 45765284
## 84 0.000000000 0.06521739 26219.210 34310976
## 85 0.000000000 0.06451613 39602.696 58901445
## 86 0.000000000 0.05084746 29707.953 36523192
## 87 0.000000000 0.08333333 64159.966 176258315
## 88 0.000000000 0.20000000 38617.028 59158429
## 89 0.000000000 0.00000000 99363.756 472064660
## 90 0.000000000 0.19417476 20752.713 24018825
## 91 0.000000000 0.06060606 23628.939 32586051
## 92 0.006593407 0.16263736 11247.369 7431963
## 93 0.000000000 0.00000000 55853.226 118641479
## 94 0.000000000 0.00000000 45613.673 111088118
## 95 0.000000000 0.06451613 35324.135 40313310
## 96 0.000000000 0.05333333 24325.845 29025849
## 97 0.000000000 0.07547170 36349.714 56948215
## 98 0.000000000 0.12727273 21296.158 26702991
## 99 0.035714286 0.03571429 32201.204 48024718
## 100 0.000000000 0.15384615 54798.255 95288563## county num_tested per_tested num_high_lead per_highlead_h
## 1 ALAMANCE 1,951 50.1 36 0.02
## 2 ALEXANDER 516 71.6 3 0.60
## 3 ALLEGHANY 75 38.9 1 1.30
## 4 ANSON 204 39.3 5 2.50
## 5 ASHE 259 62.4 0 0.00
## 6 AVERY 176 64.7 3 1.70
## 7 BEAUFORT 675 76.2 5 0.70
## 8 BERTIE 266 76.0 3 1.10
## 9 BLADEN 472 67.8 6 1.30
## 10 BRUNSWICK 1,191 59.7 3 0.30
## 11 BUNCOMBE 2,951 60.5 19 0.60
## 12 BURKE 1,359 75.9 16 1.20
## 13 CABARRUS 2,546 49.9 21 0.80
## 14 CALDWELL 1,069 68.5 10 0.90
## 15 CAMDEN 106 56.7 1 0.90
## 16 CARTERET 691 64.7 7 1.00
## 17 CASWELL 268 63.5 4 1.50
## 18 CATAWBA 2,180 65.2 12 0.60
## 19 CHATHAM 650 49.5 3 0.50
## 20 CHEROKEE 292 61.0 1 0.30
## 21 CHOWAN 177 63.9 1 0.60
## 22 CLAY 96 55.8 0 0.00
## 23 CLEVELAND 1,647 74.0 14 0.90
## 24 COLUMBUS 778 68.0 10 1.30
## 25 CRAVEN 2,087 76.6 16 0.80
## 26 CUMBERLAND 3,248 29.8 47 1.40
## 27 CURRITUCK 165 31.7 1 0.60
## 28 DARE 307 46.4 1 0.30
## 29 DAVIDSON 2,634 75.0 32 1.20
## 30 DAVIE 516 67.3 7 1.40
## 31 DUPLIN 1,001 73.6 5 0.50
## 32 DURHAM 4,558 54.7 23 0.50
## 33 EDGECOMBE 852 69.6 8 0.90
## 34 FORSYTH 5,519 63.4 62 1.10
## 35 FRANKLIN 856 60.5 4 0.50
## 36 GASTON 2,071 40.5 15 0.70
## 37 GATES 102 52.6 1 1.00
## 38 GRAHAM 85 54.5 0 0.00
## 39 GRANVILLE 694 58.4 1 0.10
## 40 GREENE 308 74.9 3 1.00
## 41 GUILFORD 8,773 71.1 74 0.80
## 42 HALIFAX 866 76.6 17 2.00
## 43 HARNETT 1,833 49.1 26 1.40
## 44 HAYWOOD 780 67.4 4 0.50
## 45 HENDERSON 1,231 57.7 13 1.10
## 46 HERTFORD 341 74.1 6 1.80
## 47 HOKE 835 48.4 8 1.00
## 48 HYDE 45 65.2 1 2.20
## 49 IREDELL 2,039 54.4 14 0.70
## 50 JACKSON 492 66.7 3 0.60
## 51 JOHNSTON 2,469 53.5 11 0.40
## 52 JONES 137 70.6 0 0.00
## 53 LEE 1,050 67.7 12 1.10
## 54 LENOIR 992 80.0 17 1.70
## 55 LINCOLN 644 38.7 6 0.90
## 56 MACON 405 61.3 5 1.20
## 57 MADISON 260 65.3 3 1.20
## 58 MARTIN 396 80.0 5 1.30
## 59 MCDOWELL 570 65.1 7 1.20
## 60 MECKLENBURG 9,800 33.3 72 0.70
## 61 MITCHELL 86 30.3 0 0.00
## 62 MONTGOMERY 484 88.3 10 2.10
## 63 MOORE 1,747 76.7 13 0.70
## 64 NASH 1,651 76.6 25 1.50
## 65 NEW HANOVER 3,026 68.6 34 1.10
## 66 NORTHAMPTON 257 69.3 3 1.20
## 67 ONSLOW 4,811 60.3 42 0.90
## 68 ORANGE 1,169 50.5 6 0.50
## 69 PAMLICO 162 99.4 1 0.60
## 70 PASQUOTANK 742 78.4 10 1.30
## 71 PENDER 877 68.5 4 0.50
## 72 PERQUIMANS 177 72.2 3 1.70
## 73 PERSON 340 40.3 7 2.10
## 74 PITT 2,587 62.5 12 0.50
## 75 POLK 132 42.6 1 0.80
## 76 RANDOLPH 2,208 71.3 24 1.10
## 77 RICHMOND 893 79.1 18 2.00
## 78 ROBESON 2,514 72.2 20 0.80
## 79 ROCKINGHAM 1,058 59.7 17 1.60
## 80 ROWAN 2,035 64.0 24 1.20
## 81 RUTHERFORD 432 32.2 2 0.50
## 82 SAMPSON 1,352 81.2 14 1.00
## 83 SCOTLAND 671 74.7 10 1.50
## 84 STANLY 1,098 78.0 16 1.50
## 85 STOKES 478 59.8 7 1.50
## 86 SURRY 801 53.6 20 2.50
## 87 SWAIN 198 67.6 3 1.50
## 88 TRANSYLVANIA 365 68.9 3 0.80
## 89 TYRRELL 38 52.8 2 5.30
## 90 UNION 1,648 34.1 10 0.60
## 91 VANCE 606 52.9 4 0.70
## 92 WAKE 12,820 50.7 98 0.80
## 93 WARREN 229 68.4 4 1.70
## 94 WASHINGTON 161 61.2 1 0.60
## 95 WATAUGA 581 77.3 6 1.00
## 96 WAYNE 2,082 64.1 12 0.60
## 97 WILKES 941 70.0 7 0.70
## 98 WILSON 1,488 77.7 21 1.40
## 99 YADKIN 424 56.2 4 0.90
## 100 YANCEY 171 48.4 2 1.20
## num_tested_older fips bf_acreage objectid id acstotpop
## 1 2,120 37001 347.220 143210.0 370010210849 1421.0265
## 2 569 37003 0.000 143278.5 370030404211 1546.6250
## 3 94 37005 0.000 143296.0 370059501911 997.5455
## 4 282 37007 20.120 143311.0 370079203792 1331.8947
## 5 306 37009 0.000 143331.5 370099705093 1217.5455
## 6 190 37011 5.710 143350.5 370119302633 1093.8125
## 7 741 37013 191.180 143376.0 370139305119 1349.8000
## 8 314 37015 NA 143403.5 370159602653 982.2000
## 9 516 37017 NA 143429.0 370179503874 1089.6129
## 10 1,345 37019 268.390 143489.5 370190311557 1409.5556
## 11 3,359 37021 756.890 143611.5 370210021244 1652.4286
## 12 1,453 37023 209.040 143717.5 370230207959 1546.7586
## 13 2,820 37025 172.830 143793.5 370250416577 2143.0638
## 14 1,208 37027 112.610 143871.5 370270307780 1319.0161
## 15 110 37029 NA 143905.5 370299501018 1741.1667
## 16 732 37031 18.843 143944.5 370319712691 957.2222
## 17 311 37033 NA 143989.5 370339303502 1263.6667
## 18 2,382 37035 171.218 144046.0 370350109627 1649.7789
## 19 732 37037 516.627 144111.0 370370204075 1994.0286
## 20 324 37039 0.000 144139.0 370399303768 1317.5238
## 21 190 37041 90.980 144156.5 370419301439 1014.6429
## 22 109 37043 NA 144167.0 370439501431 1544.7143
## 23 2,007 37045 187.670 144209.0 370459508295 1261.8052
## 24 950 37047 NA 144271.0 370479307747 1197.7234
## 25 2,335 37049 92.500 144326.5 370499606981 1610.6562
## 26 3,640 37051 258.110 144456.0 370510124581 1703.1077
## 27 177 37053 5.200 144561.0 370531689347 1719.7333
## 28 319 37055 NA 144584.5 370559716072 1116.9062
## 29 2,753 37057 37.950 144654.5 370570611163 1524.6667
## 30 544 37059 17.900 144721.0 370590803882 1679.6400
## 31 1,331 37061 140.220 144750.5 370610904745 1737.1176
## 32 5,104 37063 602.340 144844.0 370630079165 2002.9869
## 33 1,004 37065 47.680 144944.0 370650208556 1134.7234
## 34 5,922 37067 1176.624 145089.0 370670028099 1529.1070
## 35 951 37069 28.750 145225.5 370690604511 2163.4000
## 36 2,314 37071 435.010 145327.0 370710318228 1251.9364
## 37 115 37073 NA 145418.5 370739701902 1156.3000
## 38 96 37075 37.470 145427.5 370759202252 1069.6250
## 39 773 37077 32.980 145447.5 370779704545 1839.8125
## 40 364 37079 NA 145470.0 370799501855 1616.0000
## 41 9,349 37081 647.893 145622.5 370810172130 1793.0890
## 42 907 37083 357.970 145794.0 370839306181 1014.4510
## 43 2,204 37085 56.210 145850.0 370850708508 2137.0656
## 44 821 37087 40.430 145904.5 370879219090 1259.0208
## 45 1,428 37089 293.983 145964.5 370899317175 1578.1250
## 46 359 37091 NA 146010.0 370919502535 1271.2105
## 47 931 37093 NA 146032.0 370939706096 2129.5600
## 48 55 37095 NA 146047.5 370959434502 898.8333
## 49 2,225 37097 128.300 146106.5 370970610202 1540.4018
## 50 543 37099 NA 146175.5 370999493464 1625.2308
## 51 2,781 37101 75.030 146230.5 371010408370 2275.8571
## 52 151 37103 NA 146276.0 371039202145 1385.0000
## 53 1,189 37105 60.830 146298.0 371050304233 1625.0000
## 54 1,254 37107 56.240 146340.0 371070108067 1217.5957
## 55 774 37109 95.876 146388.5 371090706750 1628.8200
## 56 465 37111 15.290 146429.0 371119705425 1455.1290
## 57 287 37113 2.050 146458.5 371139704221 1228.9286
## 58 594 37115 31.570 146480.5 371150104565 1337.8125
## 59 626 37117 147.500 146499.0 371179703478 1097.8095
## 60 11,419 37119 9324.310 146787.0 371190095454 1899.6649
## 61 114 37121 NA 147071.5 371219502502 1074.2857
## 62 521 37123 3.550 147089.5 371239602824 1242.6364
## 63 1,914 37125 59.430 147129.0 371259506046 1677.7018
## 64 1,892 37127 382.280 147190.0 371270107872 1446.2000
## 65 3,429 37129 1594.160 147282.5 371290277119 1868.5917
## 66 277 37131 7.100 147353.5 371319202461 917.5455
## 67 5,526 37133 NA 147412.5 371330115437 2019.9167
## 68 1,283 37135 137.170 147498.0 371350112661 1905.8400
## 69 178 37137 NA 147542.0 371379532247 980.1538
## 70 800 37139 NA 147561.5 371399604432 1518.4231
## 71 999 37141 407.250 147590.5 371419224926 1844.3750
## 72 196 37143 NA 147612.5 371439201510 1121.5833
## 73 428 37145 25.690 147631.5 371459203659 1511.7308
## 74 2,814 37147 82.480 147692.5 371470010013 1847.6250
## 75 185 37149 50.980 147746.5 371499201939 1704.8333
## 76 2,429 37151 106.270 147795.5 371510309193 1662.3023
## 77 1,000 37153 10.000 147859.0 371539706076 1102.1707
## 78 2,813 37155 605.140 147923.5 371559610364 1516.3864
## 79 1,166 37157 NA 148002.0 371570408473 1322.7536
## 80 2,236 37159 734.120 148083.5 371590511557 1485.1596
## 81 659 37161 166.200 148156.5 371619606697 1279.4615
## 82 1,615 37163 36.910 148205.0 371639705205 1412.4667
## 83 736 37165 1183.260 148241.0 371650103414 1306.0000
## 84 1,183 37167 18.930 148277.5 371679307617 1328.5652
## 85 507 37169 6.240 148316.0 371690704139 1480.8065
## 86 887 37171 166.710 148361.0 371719306591 1222.0169
## 87 223 37173 20.500 148396.5 371739568841 1187.8333
## 88 402 37175 1293.630 148415.0 371759603526 1340.5200
## 89 46 37177 NA 148430.0 371779601002 823.8000
## 90 2,209 37179 259.295 148484.0 371790205833 2200.9126
## 91 714 37181 38.940 148552.0 371819605639 1347.9394
## 92 13,995 37183 1346.050 148796.0 371830572273 2300.1275
## 93 260 37185 NA 149031.0 371859502142 1335.5333
## 94 218 37187 24.000 149046.0 371879501670 810.4000
## 95 641 37189 38.880 149069.0 371899205460 1745.7097
## 96 2,475 37191 94.460 149122.0 371910008519 1653.3600
## 97 977 37193 28.350 149186.0 371939606553 1291.6981
## 98 1,560 37195 48.380 149240.0 371950008696 1478.8364
## 99 470 37197 NA 149281.5 371970503224 1345.1786
## 100 205 37199 79.670 149302.0 371999602314 1359.0000
## acsipovbas acseducbas acstothh acstothu minorpop minorpct lowincome
## 1 1381.9292 956.0265 566.8938 617.2478 503.21239 0.36638784 549.8673
## 2 1489.5000 1113.5833 571.7500 683.2917 203.08333 0.13480558 582.7917
## 3 986.3636 749.3636 431.4545 741.8182 129.54545 0.12637604 481.3636
## 4 1235.2105 952.2105 500.8421 610.2105 737.78947 0.55959010 581.5263
## 5 1202.3182 919.6364 536.5909 802.2273 90.27273 0.07734615 455.0455
## 6 889.4375 820.2500 411.6875 885.3750 137.68750 0.09512622 402.4375
## 7 1334.8857 963.2000 552.1429 740.8571 461.40000 0.38511595 572.0000
## 8 916.1000 726.7500 398.8000 492.0500 645.45000 0.59923326 458.7500
## 9 1073.8710 779.0000 450.5806 576.6774 493.93548 0.45789805 556.0645
## 10 1397.6333 1101.2000 602.5111 966.3111 257.18889 0.14800353 435.1333
## 11 1610.6039 1208.5195 695.4091 789.5519 270.78571 0.16561525 542.2013
## 12 1500.0000 1108.1724 597.7931 708.4828 283.50000 0.16181111 630.1552
## 13 2123.5319 1415.4787 769.1383 830.7766 710.84043 0.33755975 597.0532
## 14 1299.3710 947.6774 525.7097 612.0968 163.98387 0.13623437 536.4839
## 15 1741.1667 1209.8333 639.3333 704.6667 341.16667 0.16031274 497.8333
## 16 938.3194 721.5972 412.3611 693.2083 130.50000 0.12501450 283.9583
## 17 1212.7778 926.2222 506.1111 598.7778 490.72222 0.38997361 467.7222
## 18 1620.6842 1138.6105 643.1474 723.0842 398.57895 0.23764023 584.0211
## 19 1970.6571 1458.8857 815.0571 901.5714 567.68571 0.26847936 578.9429
## 20 1299.6667 1011.0000 566.4286 862.0952 115.09524 0.07971821 534.5714
## 21 991.0714 750.3571 427.4286 521.5000 407.85714 0.32891504 431.2143
## 22 1540.7143 1185.4286 723.1429 1044.1429 97.14286 0.05476915 673.8571
## 23 1237.1688 863.0909 478.9870 565.9610 340.15584 0.28879995 562.4156
## 24 1131.8723 837.7872 474.5957 558.5106 487.14894 0.39639378 544.1489
## 25 1527.4375 1054.0000 638.6094 732.9844 548.75000 0.37025334 535.5312
## 26 1622.6923 1050.3641 638.0410 747.8923 953.65128 0.56149506 676.5846
## 27 1707.4667 1218.5333 676.5333 1037.1333 220.26667 0.10272042 473.8667
## 28 1110.5312 832.8125 482.5312 1078.5938 138.96875 0.08847438 323.4688
## 29 1501.8148 1066.8796 606.2130 688.0648 297.37037 0.21677356 574.2407
## 30 1666.8400 1196.3200 639.9600 743.2800 257.16000 0.15259076 505.0400
## 31 1717.1176 1174.5882 640.6176 761.0588 838.00000 0.47423996 911.8824
## 32 1914.5490 1369.0000 806.8235 872.0850 1157.01307 0.55135742 634.9935
## 33 1117.7872 778.2979 454.7021 530.7447 722.08511 0.65018190 569.2553
## 34 1486.3169 1022.5185 603.6420 672.3539 657.32099 0.43480323 554.8148
## 35 2109.0667 1493.8000 824.9667 933.7333 788.60000 0.41599298 757.2000
## 36 1234.0000 862.4740 471.0636 530.5145 337.69364 0.29255741 468.1503
## 37 1149.0000 834.5000 447.7000 533.6000 427.50000 0.37502417 345.2000
## 38 1053.0000 755.2500 411.0000 752.1250 141.12500 0.13159889 507.2500
## 39 1752.8438 1293.0625 657.1875 752.1562 769.37500 0.44902076 585.7812
## 40 1433.4615 1149.3846 558.3846 639.6923 857.30769 0.50874970 696.4615
## 41 1734.3836 1194.0342 694.2842 776.5171 880.81849 0.50324802 636.1678
## 42 986.4902 713.5490 414.0392 508.2157 623.52941 0.61896109 514.8431
## 43 2078.4098 1372.9672 739.1148 839.8361 816.90164 0.38726791 826.8197
## 44 1242.8333 941.1458 548.6667 737.4583 89.58333 0.06974944 417.1250
## 45 1558.7500 1169.4306 670.5694 790.8194 264.83333 0.17175784 485.0972
## 46 1154.3158 880.5789 468.3684 559.5789 846.05263 0.67658559 552.7368
## 47 2062.1600 1364.0000 708.8800 828.3600 1270.96000 0.59910684 894.6000
## 48 793.5000 642.6667 294.8333 541.5000 369.16667 0.26815016 344.1667
## 49 1524.8839 1053.8482 582.5536 650.3036 365.90179 0.24765476 452.4196
## 50 1478.5385 1037.6538 640.0769 1041.2692 309.76923 0.17013023 603.6923
## 51 2252.4405 1505.4167 799.4524 877.2024 722.50000 0.33985099 790.8690
## 52 1379.2857 1038.7143 591.0000 708.2857 522.00000 0.35035799 711.2857
## 53 1598.8378 1087.7027 587.6757 661.1622 681.72973 0.43721250 654.8378
## 54 1190.5957 847.1277 491.9362 586.1702 615.59574 0.55905630 572.2128
## 55 1612.0200 1157.9400 640.4400 704.5400 243.36000 0.15357922 564.7800
## 56 1420.5484 1051.3226 579.3871 687.0000 182.16129 0.13220938 604.5806
## 57 1219.2857 924.0000 560.6786 912.7500 131.57143 0.10542701 453.8929
## 58 1271.0625 953.5000 528.2500 680.7500 79.06250 0.05580211 489.9375
## 59 1088.7619 788.9524 451.0000 552.7619 526.23810 0.52007524 463.4286
## 60 1872.1045 1269.1874 727.1099 785.2162 1001.04685 0.50884357 553.1171
## 61 1043.8571 795.4286 454.3571 629.4286 81.64286 0.07417470 367.3571
## 62 1193.0909 863.3182 473.2273 737.9545 456.45455 0.35259915 526.7727
## 63 1657.1228 1212.9123 683.5965 818.2105 382.59649 0.24504187 482.3333
## 64 1415.4923 994.6615 564.9231 659.6308 717.64615 0.51998861 506.5538
## 65 1811.1083 1272.2250 780.3000 910.3667 428.13333 0.23430134 627.8333
## 66 876.8182 683.1364 392.1818 530.4545 562.77273 0.58645946 420.3182
## 67 1806.2708 1074.7917 667.3438 817.7188 678.06250 0.33634818 716.0208
## 68 1757.1867 1185.9067 700.3867 766.6933 584.18667 0.30402591 507.9200
## 69 923.6154 764.9231 411.6923 593.9231 252.61538 0.25052233 365.2308
## 70 1424.8077 1031.3077 568.4615 658.0000 685.80769 0.46773913 537.5769
## 71 1804.7500 1299.9375 680.1875 893.7812 465.06250 0.24093321 569.4688
## 72 1107.8333 842.8333 493.2500 594.6667 312.91667 0.24381010 423.6667
## 73 1489.3077 1074.0000 605.5385 708.7692 508.34615 0.35292864 557.1154
## 74 1776.1458 1113.4271 720.5104 818.3646 837.21875 0.45184130 775.5521
## 75 1679.0833 1316.9167 753.9167 972.8333 242.91667 0.13838409 547.0000
## 76 1641.6395 1146.8605 651.6395 722.6395 343.16279 0.20997913 655.4651
## 77 1064.3415 745.6098 452.3415 521.4634 470.43902 0.41900496 522.1220
## 78 1475.2386 973.3864 522.3750 603.0114 1129.88636 0.73012599 808.3068
## 79 1301.7246 948.7536 539.1449 637.3478 363.60870 0.26714038 528.5652
## 80 1440.2979 1019.7447 556.3936 652.4362 410.07447 0.28923702 552.0213
## 81 1255.8846 912.0000 506.6346 659.1346 211.90385 0.17218671 530.8269
## 82 1392.7556 944.8222 523.0444 613.5556 688.71111 0.50048924 668.5778
## 83 1208.3333 876.8148 485.6667 566.4815 736.51852 0.57434103 626.5185
## 84 1286.3261 927.2826 515.5870 600.8261 254.45652 0.20703864 472.6522
## 85 1462.8710 1083.9355 622.6452 715.6774 129.74194 0.09390145 493.3226
## 86 1204.6780 858.9322 491.2712 576.7797 192.89831 0.15398007 512.8475
## 87 1171.7500 821.4167 453.5833 745.9167 448.83333 0.29115646 559.7500
## 88 1298.7600 1014.6000 564.9200 782.4000 129.96000 0.08474291 501.1600
## 89 685.0000 660.8000 326.2000 445.8000 384.40000 0.38438057 352.2000
## 90 2173.0485 1398.4078 729.7573 773.2427 603.22330 0.27861942 518.3592
## 91 1324.2424 907.1212 510.7273 609.6061 808.51515 0.66034214 661.1212
## 92 2251.0352 1527.2132 858.2374 926.2110 912.88132 0.37327769 527.2527
## 93 1271.8667 961.1333 518.6667 796.5333 823.80000 0.57548578 581.4667
## 94 797.0000 559.0667 338.2000 430.5333 450.13333 0.49759896 385.0000
## 95 1560.2903 999.4839 656.6129 1081.2903 141.67742 0.08092238 685.9032
## 96 1608.5867 1094.7333 642.0400 720.9867 764.82667 0.48479155 722.3067
## 97 1271.4906 925.7925 535.0000 631.6981 160.75472 0.12670923 549.6226
## 98 1450.4364 1004.5818 584.1455 654.6364 780.90909 0.57064458 632.2545
## 99 1332.5000 951.1786 551.7143 621.4643 209.21429 0.15066664 556.3214
## 100 1346.8462 1009.1538 569.3846 862.3846 100.53846 0.07497696 610.1538
## lowincpct lesshs lesshspct under5 under5pct over64 over64pct
## 1 0.4174402 138.30973 0.16106337 82.71681 0.05534797 232.8053 0.1771052
## 2 0.3879962 205.16667 0.19521105 75.91667 0.05013226 295.3750 0.1978350
## 3 0.4884076 175.09091 0.23365562 40.09091 0.04003484 254.7273 0.2567598
## 4 0.4721476 185.36842 0.19164984 62.94737 0.04794065 228.5789 0.1856193
## 5 0.3879327 144.86364 0.16137970 53.36364 0.04277098 292.1364 0.2449194
## 6 0.4580288 145.31250 0.15824990 40.18750 0.03719168 231.2500 0.2414349
## 7 0.4676535 119.65714 0.13187570 65.48571 0.04784239 308.8000 0.2338142
## 8 0.4699756 154.75000 0.18105236 42.20000 0.04088192 206.2500 0.2105177
## 9 0.5282522 154.77419 0.19129775 57.90323 0.05804781 217.8065 0.2077864
## 10 0.2979744 105.81111 0.09390192 58.94444 0.03692417 413.1333 0.3172753
## 11 0.3552642 109.04545 0.09264570 83.55844 0.05113294 313.5844 0.1882356
## 12 0.4088125 211.34483 0.19905904 73.68966 0.04662198 296.4828 0.2045420
## 13 0.3273445 141.51064 0.12475242 137.61702 0.06447769 273.9255 0.1423851
## 14 0.4369692 192.14516 0.20592006 66.72581 0.05082282 249.4516 0.1942544
## 15 0.2440306 173.66667 0.12930086 82.00000 0.03515260 297.0000 0.1499563
## 16 0.2754435 63.93056 0.08136868 41.16667 0.03641695 225.5139 0.2491433
## 17 0.3974021 190.22222 0.20542034 58.77778 0.04116708 255.0000 0.2043939
## 18 0.3637524 168.67368 0.15466219 93.47368 0.05579495 281.4632 0.1737724
## 19 0.3080175 172.17143 0.13077810 98.65714 0.04966536 465.8857 0.2216028
## 20 0.4130994 138.66667 0.14873041 53.76190 0.03644420 372.2381 0.2927199
## 21 0.3595807 120.14286 0.13844495 47.42857 0.03680705 237.2857 0.2037117
## 22 0.4301222 136.85714 0.12365401 57.28571 0.04092866 453.1429 0.2840903
## 23 0.4598837 138.31169 0.16966641 69.98701 0.05510341 226.2078 0.1892872
## 24 0.4751125 154.51064 0.17251402 59.97872 0.04705761 229.6170 0.2052754
## 25 0.3790846 124.32812 0.13466670 104.43750 0.06345879 289.7344 0.1856566
## 26 0.4321061 97.44103 0.10091263 130.36923 0.07146213 191.2821 0.1234708
## 27 0.2669347 132.00000 0.09136921 93.33333 0.04177162 266.4000 0.1572178
## 28 0.2152911 56.03125 0.05064283 52.40625 0.03357815 224.4062 0.1591291
## 29 0.4134189 176.68519 0.18121879 83.22222 0.05200953 267.2130 0.1801980
## 30 0.2957047 159.16000 0.13818610 79.24000 0.04207496 332.5200 0.2021550
## 31 0.5152684 303.44118 0.25129382 109.44118 0.06085651 300.8529 0.1803315
## 32 0.3464626 158.88889 0.13382685 134.18954 0.06250197 242.1961 0.1355834
## 33 0.5205601 158.25532 0.20412254 66.85106 0.05850100 208.2766 0.1971776
## 34 0.3857062 114.95885 0.12358054 93.57613 0.05999410 232.6420 0.1587560
## 35 0.3926509 237.13333 0.17316196 121.16667 0.05503708 347.2333 0.1769237
## 36 0.4083612 131.69364 0.16806135 74.67052 0.05784186 195.1272 0.1653679
## 37 0.3064562 114.50000 0.13856905 47.60000 0.03636652 221.3000 0.2040917
## 38 0.5102192 143.87500 0.20654299 44.62500 0.04369245 248.7500 0.2319127
## 39 0.3574983 203.81250 0.17857174 90.59375 0.04478424 297.4688 0.1792519
## 40 0.4430114 297.69231 0.25728639 82.15385 0.04960535 245.7692 0.1483293
## 41 0.4118908 129.90411 0.12543561 106.83562 0.06099475 259.3836 0.1476139
## 42 0.5291127 160.84314 0.23226848 53.37255 0.04872362 198.0980 0.2124153
## 43 0.4079665 187.45902 0.14666013 160.75410 0.06782200 252.6885 0.1390586
## 44 0.3501710 112.14583 0.12502418 59.64583 0.04432084 303.0833 0.2356631
## 45 0.3301508 118.69444 0.10951766 76.79167 0.04756194 395.8889 0.2535953
## 46 0.4943198 183.00000 0.21197049 58.42105 0.04714758 238.5263 0.1945493
## 47 0.4519992 190.76000 0.15621910 186.16000 0.07442228 192.7600 0.1116875
## 48 0.3094445 118.16667 0.12494005 46.66667 0.03172541 147.8333 0.1205571
## 49 0.3213845 116.20536 0.12328063 85.83036 0.05558499 234.3661 0.1568829
## 50 0.4158219 120.80769 0.11329549 75.00000 0.04741464 306.7692 0.2006694
## 51 0.4130195 206.82143 0.16867690 146.63095 0.06400544 289.3571 0.1462530
## 52 0.5212350 191.00000 0.18566867 61.85714 0.04480687 293.2857 0.2049262
## 53 0.4262892 180.08108 0.18384519 104.89189 0.06509165 256.7027 0.1586252
## 54 0.5143607 165.95745 0.21593098 69.74468 0.05918334 233.1064 0.1924665
## 55 0.3792087 167.14000 0.15292776 82.28000 0.05396395 275.2200 0.1702729
## 56 0.4300900 170.41935 0.16820049 63.61290 0.03928795 283.7097 0.2056833
## 57 0.3840277 104.92857 0.11932434 60.10714 0.04991263 344.7500 0.2819852
## 58 0.3966755 139.31250 0.15180438 59.75000 0.04371874 280.3750 0.2184594
## 59 0.4439387 131.76190 0.16717262 58.71429 0.05121487 239.5238 0.2352747
## 60 0.3028222 125.91171 0.10285855 128.72072 0.06522193 202.1928 0.1133439
## 61 0.3517350 122.92857 0.17358753 47.78571 0.03800812 257.7857 0.2524531
## 62 0.4545660 178.77273 0.20578410 68.77273 0.04861627 238.9545 0.2055715
## 63 0.3225237 116.36842 0.11253872 94.08772 0.05588676 398.2105 0.2316239
## 64 0.3901742 145.21538 0.16136440 81.32308 0.05293687 250.6769 0.1859334
## 65 0.3617816 89.73333 0.07403077 94.28333 0.04764066 311.8917 0.1643263
## 66 0.4662727 140.36364 0.19343314 42.09091 0.04624607 222.7727 0.2596166
## 67 0.3990539 94.21875 0.09443355 182.72917 0.08478579 174.9688 0.1040546
## 68 0.3056277 86.37333 0.07371168 87.90667 0.04260098 244.8533 0.1307914
## 69 0.3808610 91.69231 0.11334706 35.61538 0.03404130 275.6154 0.2586799
## 70 0.4061748 139.42308 0.14148143 95.61538 0.07014012 244.8846 0.1725477
## 71 0.3090140 162.15625 0.12100185 104.65625 0.04728447 323.0938 0.1809942
## 72 0.3265051 113.41667 0.11926838 51.00000 0.04028613 298.5833 0.1937675
## 73 0.3897150 146.65385 0.15027934 79.19231 0.05030882 277.9615 0.2040040
## 74 0.4590553 117.94792 0.11242899 108.76042 0.05492115 228.5312 0.1349315
## 75 0.3180246 119.41667 0.08926729 56.50000 0.03136032 501.3333 0.3053656
## 76 0.4104823 213.19767 0.19328012 94.16279 0.05679491 281.5465 0.1738452
## 77 0.5046213 147.19512 0.19642232 67.78049 0.06309203 187.6098 0.1703379
## 78 0.5562222 223.26136 0.23339339 102.69318 0.06975701 215.3977 0.1465583
## 79 0.4101226 165.13043 0.17479987 68.18841 0.04927362 256.6377 0.2021050
## 80 0.3882254 150.19149 0.15112388 83.77660 0.05400757 249.5319 0.1753235
## 81 0.4278625 158.55769 0.17539240 65.25000 0.04654670 264.5192 0.2189072
## 82 0.4881783 210.93333 0.21708758 90.91111 0.06240875 241.4667 0.1768444
## 83 0.5494986 176.70370 0.19973572 81.55556 0.06262461 220.7407 0.1778456
## 84 0.3902536 138.23913 0.15191692 74.76087 0.05447396 244.3913 0.1884201
## 85 0.3482443 178.35484 0.17394059 66.16129 0.04351066 293.4839 0.2079573
## 86 0.4217325 186.35593 0.21400064 62.88136 0.05045109 240.4915 0.2018956
## 87 0.4205642 178.41667 0.20406917 74.83333 0.04973617 227.5833 0.1929271
## 88 0.3971499 116.00000 0.11777856 56.40000 0.04337018 389.0000 0.2880976
## 89 0.4084500 161.80000 0.20181076 23.40000 0.02435449 175.2000 0.1794784
## 90 0.2668766 142.47573 0.11648696 129.07767 0.05687711 264.7476 0.1287587
## 91 0.5370607 181.75758 0.21836497 83.75758 0.07088052 234.7273 0.1739225
## 92 0.2515221 110.94725 0.07780403 145.90989 0.05845153 250.2242 0.1242591
## 93 0.4378546 187.53333 0.18868625 57.13333 0.04445049 315.7333 0.2488037
## 94 0.4404899 112.20000 0.18006760 42.40000 0.04705728 184.9333 0.2228574
## 95 0.4140439 104.61290 0.09945259 57.67742 0.03805517 264.5161 0.1773820
## 96 0.4656346 174.01333 0.17173443 111.17333 0.06342114 257.6267 0.1637939
## 97 0.4335968 198.52830 0.21727845 64.24528 0.04622024 264.2830 0.2089182
## 98 0.4934099 197.81818 0.22799302 87.72727 0.05433693 251.0727 0.1758329
## 99 0.4282694 180.42857 0.18439632 70.71429 0.05350090 257.4286 0.1938092
## 100 0.4525804 159.69231 0.15618317 63.53846 0.04504534 336.8462 0.2496380
## pre1960 pre1960pct vuleopct vuleo dispeo dslpm cancer
## 1 149.39823 0.26917124 0.3919140 535.9212 32.591983 0.31652977 34.59308
## 2 98.83333 0.15204557 0.2614009 405.8671 -141.949213 0.17280304 30.84475
## 3 111.36364 0.14555685 0.3073918 308.8310 -44.500683 0.09937925 21.84325
## 4 162.52632 0.27776011 0.5158688 670.7667 199.008126 0.17955891 35.18457
## 5 138.45455 0.18089747 0.2326394 276.5605 -154.695441 0.09294807 20.98061
## 6 132.43750 0.20044189 0.2765775 300.3192 -87.110398 0.09034049 20.49582
## 7 140.51429 0.21691664 0.4263847 519.7859 41.685262 0.15565777 26.63451
## 8 114.80000 0.23759821 0.5346044 572.3331 224.436740 0.13397961 26.28007
## 9 86.12903 0.16127426 0.4930751 530.2882 144.346120 0.14271858 29.93067
## 10 32.61111 0.04079631 0.2229890 348.2231 -151.043062 NA NA
## 11 182.86364 0.25920849 0.2604397 414.2111 -171.080960 0.25221749 27.28900
## 12 157.81034 0.22869348 0.2853118 468.8633 -79.000322 0.22037398 32.32983
## 13 148.53191 0.24402483 0.3324521 657.2000 -101.875670 0.43115183 38.02914
## 14 141.27419 0.25445192 0.2866018 354.1364 -113.060554 0.20561481 31.33500
## 15 118.00000 0.15064087 0.2021717 419.5000 -197.223193 0.15473071 23.80679
## 16 88.25000 0.14579878 0.2002290 209.5189 -129.530331 NA NA
## 17 143.33333 0.22032932 0.3936879 495.2352 47.643057 0.17573368 30.89038
## 18 132.84211 0.20538870 0.3006963 497.5845 -86.769046 0.27514719 35.77856
## 19 110.14286 0.14734296 0.2882484 576.4735 -129.813681 0.21132811 33.67628
## 20 98.76190 0.12519774 0.2464088 329.2558 -137.412566 0.11272115 25.91320
## 21 135.00000 0.20327347 0.3442479 424.2037 64.816078 0.14649305 24.60909
## 22 128.42857 0.12577411 0.2424457 386.4494 -160.690102 0.09703504 24.81827
## 23 116.22078 0.21392041 0.3743418 454.6878 7.754956 0.27300703 36.16066
## 24 116.02128 0.21920903 0.4357531 530.8153 106.580370 0.14971195 30.14047
## 25 107.82812 0.19839682 0.3746689 547.6264 -22.869893 0.15709208 28.68126
## 26 75.18462 0.12772951 0.4968006 828.0457 224.803074 NA NA
## 27 72.06667 0.07546156 0.1848275 349.8125 -259.318962 NA NA
## 28 87.46875 0.06585532 0.1518827 232.1986 -163.410813 NA NA
## 29 125.62963 0.20380424 0.3150962 442.1939 -97.844722 0.30975191 35.46591
## 30 133.28000 0.19491758 0.2241477 382.7131 -212.217265 0.26214080 33.62059
## 31 148.17647 0.19559573 0.4947542 880.0032 264.714198 0.15359399 29.10694
## 32 142.73203 0.21464011 0.4489100 915.7598 206.299586 0.42433954 39.47396
## 33 141.44681 0.28564615 0.5853710 649.2844 247.364121 0.21027140 29.79396
## 34 138.97119 0.23743353 0.4102547 611.1772 69.565758 0.32319878 35.65933
## 35 122.73333 0.14287362 0.4043219 783.4805 17.201756 0.19755063 32.25461
## 36 118.75723 0.25656432 0.3504593 407.1872 -36.250065 0.37583540 39.66390
## 37 121.70000 0.24954233 0.3407402 387.6701 -21.892642 0.15082953 26.09084
## 38 98.62500 0.15145431 0.3209090 328.2875 -50.574856 0.08549048 22.75260
## 39 123.90625 0.22249930 0.4032595 696.1428 44.479119 0.22703138 34.50889
## 40 117.38462 0.17642192 0.4758806 804.7418 232.352740 0.15781048 28.32582
## 41 144.51712 0.25187886 0.4575694 772.4190 137.304832 NA NA
## 42 141.98039 0.32554635 0.5740369 577.5869 218.267264 0.22280477 31.13998
## 43 119.26230 0.16789414 0.3976172 834.1685 77.217501 0.21282488 34.21505
## 44 170.29167 0.27994441 0.2099602 256.1733 -189.773316 0.13080635 22.33353
## 45 111.01389 0.14655408 0.2509543 379.2198 -179.753889 NA NA
## 46 124.47368 0.24906385 0.5854527 730.2465 279.982308 0.15574047 27.98550
## 47 64.80000 0.10680578 0.5255530 1096.9498 342.657287 NA NA
## 48 72.33333 0.08205631 0.2887973 385.0393 66.671538 NA NA
## 49 96.66964 0.17699338 0.2845196 412.0953 -133.516704 0.33445751 35.22766
## 50 121.57692 0.12965477 0.2929761 494.0606 -81.597925 0.10358560 22.44427
## 51 115.14286 0.17331659 0.3764352 761.6580 -44.453147 0.26336824 32.23070
## 52 154.00000 0.22027435 0.4357965 618.1292 127.560687 0.12913767 28.38102
## 53 113.48649 0.19075968 0.4317508 675.1211 99.544223 0.23751193 34.57777
## 54 163.97872 0.31277669 0.5367085 600.3022 169.028421 0.19174867 28.79850
## 55 100.84000 0.17838677 0.2663940 407.8475 -169.082360 0.27066314 35.37423
## 56 145.67742 0.21931611 0.2811497 401.6876 -113.720770 0.18049430 27.73757
## 57 146.17857 0.17015179 0.2447273 294.2633 -141.024552 0.10728014 24.04552
## 58 153.93750 0.23739674 0.2262388 294.0973 -179.757404 0.12293083 23.88297
## 59 161.95238 0.29790155 0.4820070 496.8406 107.995216 0.15708419 26.69859
## 60 85.37117 0.13903627 0.4058329 780.2090 107.345544 NA NA
## 61 167.78571 0.28102585 0.2129549 229.5586 -150.954604 0.11498830 22.19441
## 62 155.72727 0.24909687 0.4035826 513.8405 73.697335 0.16986314 34.81807
## 63 110.12281 0.16990685 0.2837828 435.6780 -158.565803 0.18304542 35.46156
## 64 125.01538 0.21611892 0.4550814 617.7099 105.464282 0.25970971 31.13754
## 65 132.41667 0.19807151 0.2980415 543.1824 -118.674851 NA NA
## 66 140.77273 0.29890600 0.5263661 504.4648 179.469161 0.16710775 29.46246
## 67 67.39583 0.11383226 0.3677010 726.9245 11.467733 NA NA
## 68 98.25333 0.14245257 0.3048268 576.5700 -98.480650 0.34352809 36.04644
## 69 96.30769 0.16168913 0.3156917 322.7673 -24.404257 NA NA
## 70 160.92308 0.31534397 0.4369570 624.2673 86.440134 0.20981541 24.66018
## 71 87.90625 0.11462612 0.2749736 523.4460 -129.833675 NA NA
## 72 96.50000 0.14325266 0.2851576 371.1532 -26.112882 0.14477123 23.80005
## 73 150.92308 0.23806169 0.3713218 537.5622 2.105488 0.19609886 31.66348
## 74 89.69792 0.16668811 0.4554483 821.9861 167.555219 0.24078693 29.04834
## 75 223.66667 0.22659512 0.2282044 398.8702 -204.983705 0.19421313 30.18075
## 76 126.93023 0.18688962 0.3102307 504.3061 -84.483258 0.26155204 34.46271
## 77 122.90244 0.26032744 0.4618131 504.4140 114.023843 0.20145933 35.34499
## 78 109.00000 0.20357671 0.6431741 980.2410 443.135290 0.22040500 32.47018
## 79 196.75362 0.31364523 0.3386315 450.2984 -18.222421 0.21340966 31.89096
## 80 175.23404 0.29282884 0.3387312 490.9233 -35.121845 0.35304974 36.59263
## 81 163.69231 0.26517778 0.3000246 377.0244 -76.162290 0.21621754 34.06881
## 82 120.44444 0.20907603 0.4943338 683.7422 183.444967 0.16318634 30.51232
## 83 121.22222 0.24794633 0.5619198 702.2288 239.642104 0.19567271 35.15641
## 84 185.00000 0.34485209 0.2986461 371.7971 -98.782171 0.25156630 38.86160
## 85 115.22581 0.16485219 0.2210729 314.8444 -209.658893 0.17646868 29.92433
## 86 137.57627 0.23097666 0.2878563 357.2810 -75.558754 0.18749997 28.03075
## 87 107.25000 0.14826737 0.3558603 508.1537 87.421784 NA NA
## 88 145.44000 0.22364280 0.2409464 323.8429 -150.970825 0.10196269 24.20718
## 89 127.80000 0.23118452 0.3964153 384.6713 92.880395 0.12935258 23.23082
## 90 67.33981 0.10678785 0.2727480 566.8866 -212.679081 0.33612482 36.75110
## 91 133.51515 0.26420751 0.5987014 740.7816 263.339938 0.23126831 33.08215
## 92 65.79341 0.10077470 0.3123999 727.1955 -87.512275 0.42932467 36.51520
## 93 144.33333 0.20662887 0.5066702 716.6377 243.590316 0.16923835 30.93600
## 94 97.13333 0.20507851 0.4690444 418.3383 131.293687 0.13331156 24.87767
## 95 135.35484 0.14139952 0.2474831 482.2409 -136.091413 0.12426784 21.94132
## 96 123.17333 0.20809333 0.4752131 752.3040 166.682069 0.20878279 31.65313
## 97 122.67925 0.21392598 0.2801530 359.9629 -97.558045 0.15159615 27.88877
## 98 146.32727 0.27139031 0.5320272 715.1185 191.312987 0.25919652 31.51647
## 99 145.67857 0.24983535 0.2894680 385.4222 -91.041604 0.20863734 30.39726
## 100 170.30769 0.21326206 0.2637787 358.0441 -123.315183 0.09633023 21.61371
## resp ptraf pwdis pnpl prmp ptsdf ozone
## 1 0.4576592 NA NA 0.018487268 0.46651075 1.08713271 43.45316
## 2 0.3938572 NA NA 0.037912568 0.09692420 0.12815287 43.16748
## 3 0.2680125 NA NA 0.049249745 0.04654865 0.04657801 42.31874
## 4 0.4911926 NA NA 0.045261657 0.05523394 0.23587285 42.09358
## 5 0.2573567 NA NA 0.070518297 0.02690828 0.22496000 42.85610
## 6 0.2441193 NA NA 0.016394080 0.02883423 0.05077100 42.75757
## 7 0.3599771 NA NA 0.156930039 0.21707499 0.27701601 39.17018
## 8 0.3434102 NA NA 0.016108952 0.17717621 0.05320158 39.68727
## 9 0.4174150 NA NA 0.025594423 0.18182049 0.16304169 39.02552
## 10 NA NA NA 0.069348304 0.14680634 0.36927853 37.20899
## 11 0.3505627 NA NA 0.170159994 0.23896088 1.47101235 43.01987
## 12 0.4271602 NA NA 0.018509797 0.60736785 0.60848659 42.68886
## 13 0.5219152 NA NA 0.215837087 0.40999325 0.67363869 46.20573
## 14 0.4103644 NA NA 0.020028869 0.79875696 1.46360828 42.81260
## 15 0.3058080 NA NA 0.016490846 0.14004003 0.09201705 40.84772
## 16 NA NA NA 0.042450175 0.04642283 0.29240034 NA
## 17 0.4054905 NA NA 0.038654448 0.09087409 0.11376247 42.59759
## 18 0.4574717 NA NA 0.043979867 0.71651389 1.54476147 44.06155
## 19 0.4570581 NA NA 0.030940689 0.39990107 0.14415137 42.77030
## 20 0.3310356 NA NA 0.011506724 0.11398211 0.15278969 39.93143
## 21 0.3230565 NA NA 0.012155968 0.04779760 0.06446356 39.48394
## 22 0.3090753 NA NA 0.012503830 0.05276495 0.07688091 38.52373
## 23 0.4749268 NA NA 0.106017820 0.39733422 0.61789945 43.77920
## 24 0.4188799 NA NA 0.038614054 0.06998162 0.31620173 37.60878
## 25 0.4230975 NA NA 0.106926145 0.42529881 0.37592439 38.15876
## 26 NA NA NA 0.172371297 0.38488849 0.95848908 42.57637
## 27 NA NA NA 0.016751439 0.09288359 0.04610997 NA
## 28 NA NA NA 0.007005027 0.16419952 0.21525972 NA
## 29 0.4711024 NA NA 0.027097171 0.47450556 0.85883220 45.75724
## 30 0.4463013 NA 0.001438777 0.039966488 0.19717246 0.32604591 45.29172
## 31 0.3960308 NA NA 0.018890780 0.19092452 0.11223393 38.91913
## 32 0.4954464 NA NA 0.072952634 0.48767075 2.53619109 43.33128
## 33 0.3903928 NA NA 0.015702364 0.60229497 0.44352947 41.06751
## 34 0.4513286 NA NA 0.027115581 0.45475852 2.80220190 45.62033
## 35 0.4315558 NA NA 0.029152717 0.14192604 0.26961895 42.36211
## 36 0.5181158 NA NA 0.333406657 1.08978188 1.69676397 44.64218
## 37 0.3409217 NA NA 0.022082794 0.05798133 0.07133688 39.87465
## 38 0.2944589 NA NA 0.015646146 0.05651647 0.07363816 41.10496
## 39 0.4544088 NA NA 0.309771440 0.23518987 0.82028443 42.89987
## 40 0.3730194 NA NA 0.018346811 0.06687062 0.09456515 40.92197
## 41 NA NA NA 0.014239096 0.68341145 3.47950235 45.49677
## 42 0.4217635 NA NA 0.012602661 0.48075172 0.39617224 40.64639
## 43 0.4802159 NA NA 0.031884113 0.26290582 0.17011664 42.33418
## 44 0.2847963 NA NA 0.263121311 0.56991820 0.23949379 43.09712
## 45 NA NA NA 0.159313674 0.19636730 0.85179504 42.23842
## 46 0.3665439 NA NA 0.014607220 0.08537003 0.24381093 39.84965
## 47 NA NA NA 0.075163949 0.69033708 0.12642215 42.44037
## 48 NA NA NA 0.008852141 0.01458916 0.01079700 NA
## 49 0.4816882 NA NA 0.167157907 0.65273912 0.78886206 45.18093
## 50 0.2850856 NA NA 0.061130664 0.13627221 0.16023591 40.21792
## 51 0.4457265 NA NA 0.025035707 0.41393380 0.23723157 41.76211
## 52 0.4164428 NA NA 0.030255525 0.07672506 0.06736424 38.41021
## 53 0.5685818 129.5365 NA 0.024198807 0.32997824 0.98595583 42.39778
## 54 0.3973143 NA NA 0.018016999 0.40917782 0.24472760 40.11526
## 55 0.4688820 NA NA 0.040408049 0.53119444 0.71207911 44.62358
## 56 0.3567475 NA NA 0.027711393 0.22703076 0.40135613 42.49923
## 57 0.3083235 NA NA 0.023084511 0.26052792 0.04351834 37.77120
## 58 0.3029172 NA NA 0.033400503 0.11140618 0.27539939 43.80217
## 59 0.3526753 NA NA 0.031709454 0.17037817 0.03827832 40.02853
## 60 NA NA NA 0.067862546 0.66508485 2.90562508 45.63926
## 61 0.2720081 NA NA 0.020664862 0.04479133 0.20259426 42.99487
## 62 0.4974464 NA NA 0.024453482 0.29464461 0.13744873 42.48438
## 63 0.4806656 NA NA 0.227353908 0.17509230 0.20682394 42.23749
## 64 0.4141487 NA NA 0.014516391 0.47430853 0.76606257 41.45326
## 65 NA NA NA 0.128909967 0.46380382 2.50534509 NA
## 66 0.3895834 NA NA 0.012196882 0.22838202 0.14664309 40.25518
## 67 NA NA NA 0.286745662 0.19709319 0.63343122 NA
## 68 0.4767221 NA NA 0.040670809 0.14261019 1.70097135 43.06996
## 69 NA NA NA 0.039207659 0.15626147 0.12481899 NA
## 70 0.3213893 NA NA 0.017189212 0.65990225 0.72070612 40.29246
## 71 NA NA NA 0.036057435 0.09209085 0.12745439 NA
## 72 0.3060401 NA NA 0.012246907 0.22487321 0.07536073 39.66935
## 73 0.4144187 NA NA 0.185567328 0.29293685 0.28197182 42.80025
## 74 0.3926509 NA NA 0.036455741 0.27846276 1.40174886 40.68700
## 75 0.3892443 NA NA 0.054191449 0.06769332 0.06543010 42.61664
## 76 0.4531987 NA NA 0.015957430 0.33723267 0.95011376 44.24613
## 77 0.4992846 138.3595 NA 0.109754706 0.41265198 0.31866491 41.82070
## 78 0.4575729 NA NA 0.024348766 0.54838042 0.31598072 40.78964
## 79 0.4139661 NA NA 0.021662653 0.54577698 0.72282342 43.40692
## 80 0.4923564 NA NA 0.121167003 0.52435863 0.84194379 45.84296
## 81 0.4507877 NA NA 0.030520071 0.44827288 0.52553177 43.01237
## 82 0.4137775 NA NA 0.024504754 0.34267322 0.24234168 40.44053
## 83 0.4991327 NA NA 0.030816195 0.30240859 0.28337228 41.85259
## 84 0.4982897 NA NA 0.031207508 0.30997159 0.19452894 43.96000
## 85 0.3784246 NA NA 0.024554835 0.09221757 0.32579919 43.85664
## 86 0.3634573 NA NA 0.032553165 0.42729318 0.17932866 42.81762
## 87 NA NA NA 0.028924486 0.04305214 0.20126995 40.71103
## 88 0.2988564 NA NA 0.036143224 0.20702273 0.76833204 41.13817
## 89 0.2950123 NA NA 0.009602298 0.13897133 0.03473965 38.95505
## 90 0.5062466 NA NA 0.050049336 0.34594334 1.01051814 43.77941
## 91 0.4339669 NA NA 0.053054379 0.35135000 0.60129843 42.10568
## 92 0.4943147 NA NA 0.127167325 0.22285693 2.04847960 43.24921
## 93 0.4110591 NA NA 0.023064707 0.04557286 0.04271949 41.31524
## 94 0.3325719 NA NA 0.018353096 0.30255465 0.05122357 39.13543
## 95 0.2672414 NA NA 0.025480489 0.02745375 0.43563828 42.88532
## 96 0.4197343 NA NA 0.013158771 0.18919366 0.54042891 41.01689
## 97 0.3647305 NA NA 0.036488529 0.68584650 0.32942549 42.38774
## 98 0.4133079 201.7222 NA 0.014350935 0.95566333 0.60423848 41.58397
## 99 0.4044873 NA NA 0.127921350 0.17458549 0.19750888 43.62504
## 100 0.2668410 NA NA 0.028564969 0.04211164 0.35770114 43.58217
## pm25 d_dslpm_2 d_cancr_2 d_ptraf_2 d_pwdis_2 d_pnpl_2 d_ptsdf_2
## 1 8.297337 20.551376 1203.8700 NA NA 0.5917337 26.870053
## 2 8.401689 -24.041662 -4428.8246 NA NA -4.8455965 -20.473410
## 3 7.133256 -4.067480 -987.8557 NA NA -2.1888089 -2.472353
## 4 7.856333 36.596005 7057.9545 NA NA 8.6984956 62.906865
## 5 6.934824 -13.882709 -3251.3249 NA NA -12.4242546 -33.067156
## 6 6.909698 -7.962184 -1806.5473 NA NA -1.4888087 -5.161336
## 7 7.163471 11.160443 1190.8372 NA NA 32.3761427 60.770019
## 8 7.278513 30.140105 5922.3808 NA NA 3.9088078 10.760871
## 9 7.724246 20.639936 4327.5557 NA NA 4.1458859 20.649824
## 10 7.038491 NA NA NA NA -10.6908290 -71.182700
## 11 7.345986 -34.807720 -4595.5819 NA NA -31.6276999 -155.673361
## 12 8.180606 -14.220791 -2495.3479 NA NA -1.5658187 -26.736616
## 13 8.761144 -33.020743 -3669.8362 NA NA 6.1549285 -49.727602
## 14 8.063705 -19.448456 -3585.2037 NA NA -2.5014372 -34.284646
## 15 6.815600 -31.166904 -4722.7950 NA NA -4.2889766 -21.003086
## 16 NA NA NA NA NA -5.9471799 -37.628896
## 17 8.082435 7.942334 1467.0650 NA NA 1.6848854 4.358018
## 18 8.792430 -17.436018 -2885.2142 NA NA -5.1299145 108.927675
## 19 8.350016 -32.181789 -4622.3431 NA NA -9.2225248 -48.818261
## 20 7.372454 -16.497980 -3658.6480 NA NA -1.5119331 -23.460125
## 21 7.050079 10.168985 1613.3788 NA NA 0.9058248 6.340625
## 22 7.243753 -15.284781 -3979.9191 NA NA -2.0101190 -11.908486
## 23 8.837614 6.773251 343.0038 NA NA 3.6018711 27.185857
## 24 7.551723 16.496518 3253.2133 NA NA 5.6111725 56.877641
## 25 7.074984 -1.149317 -815.0022 NA NA -8.6836342 14.583209
## 26 8.496981 NA NA NA NA 51.3032435 219.351608
## 27 NA NA NA NA NA -5.9192294 -13.446060
## 28 NA NA NA NA NA -1.5999880 -49.567393
## 29 8.415621 -18.788098 -3233.2286 NA NA -2.6541790 49.439837
## 30 8.444352 -54.564412 -7137.7812 NA -0.3881073 -8.3060765 -71.887248
## 31 7.685799 42.282331 7716.2569 NA NA 4.3315632 22.174539
## 32 8.889867 99.323169 8727.8340 NA NA 15.0891989 642.048733
## 33 7.849900 59.011437 7571.0044 NA NA 3.6399680 144.296965
## 34 8.323611 32.605858 2701.6437 NA NA 1.2231501 447.856464
## 35 8.351386 1.722497 535.1733 NA NA 0.6129208 -3.971657
## 36 9.068831 -5.934967 -1126.4565 NA NA 2.6733595 122.561959
## 37 7.206519 -3.327160 -566.2376 NA NA -0.5275630 -2.414226
## 38 7.178174 -5.027040 -1171.6520 NA NA -0.8971101 -3.744216
## 39 8.461853 16.227701 1752.3992 NA NA 66.8292110 134.634349
## 40 7.861686 36.680871 6588.0666 NA NA 4.1996196 23.713563
## 41 8.297834 NA NA NA NA 1.8795799 846.567614
## 42 7.813898 43.870843 6684.4612 NA NA 2.7857882 48.171735
## 43 8.512906 17.262215 2627.8827 NA NA 2.5933520 14.628112
## 44 7.094344 -23.576567 -4205.6319 NA NA -44.9660626 -43.633784
## 45 7.545074 NA NA NA NA -22.5928132 -131.960213
## 46 7.400615 42.835331 7816.2670 NA NA 4.1457976 81.766808
## 47 8.237348 NA NA NA NA 22.2835949 35.941428
## 48 NA NA NA NA NA 0.9905509 1.162028
## 49 8.764580 -39.305533 -4823.7465 NA NA 1.5717447 -7.998501
## 50 7.084506 -10.091257 -1871.3535 NA NA -5.5929307 -21.810297
## 51 8.473712 -9.279486 -1500.3830 NA NA -2.2163470 10.276220
## 52 7.287337 16.318307 3657.2599 NA NA 4.0569737 7.905455
## 53 8.334647 28.768817 3472.7808 26375.88 NA 2.2668094 274.399867
## 54 7.688266 35.785793 4908.2969 NA NA 3.0015053 45.188111
## 55 8.937224 -40.577344 -5884.8501 NA NA -7.3761768 -61.355040
## 56 7.532774 -16.968279 -3077.8925 NA NA -3.2626041 -31.250327
## 57 7.115526 -13.922160 -3354.1415 NA NA -3.2152458 -6.348176
## 58 7.177182 -22.799946 -4321.9475 NA NA -6.5309125 -62.643841
## 59 7.372141 17.610881 2897.1718 NA NA 2.6588976 4.101619
## 60 9.053602 NA NA NA NA 9.7903646 488.219227
## 61 6.937168 -17.519777 -3352.1092 NA NA -3.1144198 -32.540697
## 62 7.548112 12.808992 2579.9124 NA NA 2.4536235 10.200370
## 63 7.873792 -28.471171 -5800.1959 NA NA -30.5899005 -21.820700
## 64 8.070645 31.534701 3323.5950 NA NA 1.4960622 122.542673
## 65 NA NA NA NA NA 0.6620284 61.446172
## 66 7.667405 31.739172 5377.0854 NA NA 2.0529568 23.247924
## 67 NA NA NA NA NA 37.7457720 87.909405
## 68 8.642183 -26.492157 -3277.0682 NA NA -3.5618019 7.150624
## 69 NA NA NA NA NA -1.8526777 2.115135
## 70 6.873827 24.157500 2222.2731 NA NA 1.5422046 151.600314
## 71 NA NA NA NA NA -4.9715778 -43.661769
## 72 6.968614 -3.732316 -600.7129 NA NA -0.3830521 -5.012284
## 73 8.243473 7.858191 156.6856 NA NA 18.4907939 53.187849
## 74 7.640995 46.381466 4914.9433 NA NA 6.1619742 404.075452
## 75 8.065378 -40.768210 -6189.2647 NA NA -11.8460834 -13.917710
## 76 8.098258 -18.110936 -2812.9806 NA NA -1.4765618 -16.144480
## 77 7.775240 23.949293 4014.6142 23287.06 NA 11.4159067 44.309148
## 78 8.097868 93.864929 14312.4573 NA NA 11.1722174 108.347311
## 79 7.935987 -2.351094 -561.4391 NA NA -0.1120998 30.122316
## 80 8.610601 -1.456152 -1092.5594 NA NA 1.1215722 83.884744
## 81 8.377364 -12.060370 -2452.1705 NA NA -2.2982708 -22.498194
## 82 8.094001 29.088417 5546.7069 NA NA 3.8187215 60.106797
## 83 8.046123 48.043113 8486.5525 NA NA 7.2844649 80.502987
## 84 8.056566 -19.782266 -3404.0299 NA NA -4.2377916 -25.704413
## 85 7.818871 -36.860752 -6276.2788 NA NA -5.4273462 -61.845069
## 86 7.638205 -13.312812 -2111.8831 NA NA -2.5116317 -12.637766
## 87 7.311667 NA NA NA NA 3.9835576 2.156075
## 88 7.122076 -16.078811 -3692.1865 NA NA -5.7060760 -77.628447
## 89 6.717312 12.014319 2157.6878 NA NA 1.1212571 4.175012
## 90 8.611828 -67.587978 -7958.5588 NA NA -12.8474404 -188.926294
## 91 8.223186 61.006643 8724.8916 NA NA 13.0669557 173.633556
## 92 8.914699 -22.203707 -3083.1211 NA NA -11.3647092 -39.392885
## 93 7.980443 40.327023 7541.5281 NA NA 6.0486761 11.418495
## 94 7.030489 17.607095 3307.8067 NA NA 2.6680361 8.512272
## 95 6.975358 -14.157800 -2943.2669 NA NA -3.6352602 -6.007321
## 96 8.147968 38.922582 5520.0693 NA NA 2.0729228 160.277817
## 97 7.707809 -12.019035 -2652.8743 NA NA -3.6963547 -1.835258
## 98 8.106571 52.645706 6138.7943 55491.22 NA 2.6572699 84.425278
## 99 8.100779 -16.699409 -2764.4715 NA NA -9.7790314 -11.400715
## 100 6.937257 -11.385999 -2649.4924 NA NA -3.5844913 -43.146908
## d_ozone_2 d_pm25_2 state_name region arealand areawater npl_cnt
## 1 1412.7912 275.69598 NA 4 9705172 247718.31 0.000000000
## 2 -6126.9818 -1194.02764 NA 4 28056590 393582.83 0.000000000
## 3 -1882.2382 -321.03837 NA 4 55191000 337730.82 0.000000000
## 4 8363.9082 1560.80197 NA 4 72446218 768590.16 0.000000000
## 5 -6622.9999 -1074.63713 NA 4 50040991 367869.32 0.045454545
## 6 -3720.8510 -603.55075 NA 4 40037633 27830.31 0.000000000
## 7 1664.1217 307.71381 NA 4 61565730 9684688.54 0.028571429
## 8 8919.1509 1639.44463 NA 4 90542929 5454406.80 0.000000000
## 9 5627.3801 1112.53197 NA 4 73093152 1064866.65 0.000000000
## 10 -5627.6207 -1058.05120 NA 4 24437611 5765756.80 0.022222222
## 11 -7355.8743 -1256.31243 NA 4 11041032 58070.15 0.019480519
## 12 -3384.0428 -652.44374 NA 4 22605981 357239.59 0.000000000
## 13 -4691.6710 -889.47173 NA 4 9953214 74539.27 0.010638298
## 14 -4853.3678 -927.94003 NA 4 19712782 113522.63 0.000000000
## 15 -8023.2817 -1355.29350 NA 4 103741447 30185484.17 0.000000000
## 16 NA NA NA 4 18259670 29597977.11 0.000000000
## 17 2023.8269 383.94511 NA 4 61205150 480215.61 0.000000000
## 18 -3859.3651 -763.77852 NA 4 10942641 399422.35 0.000000000
## 19 -5567.3707 -1158.05598 NA 4 50446868 2018138.14 0.000000000
## 20 -5475.3532 -1022.56329 NA 4 56182579 1372616.38 0.000000000
## 21 2556.6407 456.73971 NA 4 31941424 11283297.29 0.000000000
## 22 -6187.3632 -1162.38009 NA 4 79543501 2145393.57 0.000000000
## 23 343.2925 71.52735 NA 4 15614148 132462.92 0.012987013
## 24 4003.8245 802.22877 NA 4 51695964 930300.91 0.021276596
## 25 -837.4091 -155.75899 NA 4 28594956 2698672.06 0.015625000
## 26 9598.2731 1916.24931 NA 4 8667309 78378.02 0.010256410
## 27 NA NA NA 4 45227721 45668265.87 0.000000000
## 28 NA NA NA 4 31017168 93766326.81 0.000000000
## 29 -4476.5123 -820.86207 NA 4 13265850 346779.90 0.000000000
## 30 -9617.6567 -1788.75372 NA 4 27318712 295964.04 0.000000000
## 31 10382.2872 2060.47422 NA 4 62063541 417449.38 0.000000000
## 32 8958.4183 1849.54677 NA 4 4849070 193160.93 0.000000000
## 33 10169.6682 1952.81060 NA 4 27852463 79027.81 0.000000000
## 34 3215.2821 584.02608 NA 4 4346296 48495.04 0.000000000
## 35 689.6062 129.34560 NA 4 42458569 239289.40 0.000000000
## 36 -1630.3906 -329.21562 NA 4 5325499 119233.55 0.023121387
## 37 -872.4392 -156.60694 NA 4 88218172 1329200.80 0.000000000
## 38 -2075.0431 -365.84585 NA 4 94523270 3132579.12 0.000000000
## 39 1890.2985 371.67512 NA 4 43057817 453239.12 0.062500000
## 40 9504.4834 1826.07701 NA 4 53142391 93645.31 0.000000000
## 41 6257.0133 1147.20753 NA 4 5728933 104180.57 0.000000000
## 42 8879.3636 1704.97188 NA 4 36754266 331863.08 0.000000000
## 43 3260.2272 653.52078 NA 4 25264115 268315.61 0.000000000
## 44 -8171.0675 -1344.17127 NA 4 29869038 50801.62 0.041666667
## 45 -7587.5981 -1347.88146 NA 4 13415068 76909.72 0.013888889
## 46 11155.0741 2069.00279 NA 4 48141543 986179.95 0.000000000
## 47 14529.8940 2821.84540 NA 4 40416017 158293.84 0.000000000
## 48 NA NA NA 4 264322562 365493493.83 0.000000000
## 49 -6096.9352 -1185.70080 NA 4 13278118 537423.62 0.017857143
## 50 -3208.9149 -580.48084 NA 4 48930129 375165.04 0.000000000
## 51 -1893.8139 -394.15708 NA 4 24396212 137658.19 0.000000000
## 52 4868.1102 921.52809 NA 4 174405280 861689.29 0.000000000
## 53 4221.5015 834.74241 NA 4 17854254 289872.68 0.000000000
## 54 6787.8277 1298.48307 NA 4 21992128 125538.32 0.000000000
## 55 -7610.6373 -1511.69317 NA 4 15324508 467293.00 0.000000000
## 56 -4837.4645 -851.39914 NA 4 36757340 450867.16 0.000000000
## 57 -5315.1500 -1000.27333 NA 4 47691305 378294.18 0.000000000
## 58 -7864.0550 -1288.82711 NA 4 72781108 302547.69 0.000000000
## 59 4338.0003 800.79181 NA 4 56292151 35552.86 0.000000000
## 60 4988.0378 975.92941 NA 4 2443328 105115.93 0.001801802
## 61 -6498.1933 -1048.69635 NA 4 40931456 116285.21 0.000000000
## 62 3067.7774 542.01835 NA 4 57865566 1178178.23 0.000000000
## 63 -6697.1092 -1252.35255 NA 4 31701357 363524.12 0.052631579
## 64 4371.2015 851.37853 NA 4 21534459 95043.48 0.000000000
## 65 NA NA NA 4 4148354 2949491.43 0.008333333
## 66 7236.1099 1383.15040 NA 4 63177177 1637540.14 0.000000000
## 67 NA NA NA 4 20556435 3864819.19 0.020833333
## 68 -4238.7095 -844.17852 NA 4 13728066 118333.24 0.000000000
## 69 NA NA NA 4 67041199 44851672.15 0.000000000
## 70 3479.5683 593.61949 NA 4 22600633 6220967.92 0.000000000
## 71 NA NA NA 4 70520162 5088548.94 0.000000000
## 72 -1039.1365 -180.70475 NA 4 53341640 17652458.08 0.000000000
## 73 90.9426 14.49219 NA 4 39082367 1200720.04 0.038461538
## 74 6847.3815 1286.11669 NA 4 17600209 85915.04 0.000000000
## 75 -8734.7907 -1654.64357 NA 4 51300526 163669.58 0.000000000
## 76 -3791.8971 -693.41967 NA 4 23560418 230245.31 0.000000000
## 77 4772.4339 889.46887 NA 4 29924065 378975.37 0.024390244
## 78 18175.1179 3600.08375 NA 4 27879951 57686.30 0.000000000
## 79 -831.7208 -143.43051 NA 4 21231595 267556.83 0.000000000
## 80 -1603.3524 -300.74232 NA 4 14092801 342931.88 0.010638298
## 81 -3265.9712 -626.86692 NA 4 28163005 90245.92 0.000000000
## 82 7336.9841 1466.96740 NA 4 54430165 109418.36 0.000000000
## 83 10032.1969 1930.90257 NA 4 30613706 142295.74 0.000000000
## 84 -4376.4992 -808.38870 NA 4 22247184 548755.46 0.000000000
## 85 -9187.2788 -1639.36547 NA 4 37514194 567236.87 0.000000000
## 86 -3240.1925 -578.82070 NA 4 23430269 175213.41 0.000000000
## 87 3713.3598 621.69114 NA 4 113900872 2701347.25 0.000000000
## 88 -6219.0757 -1083.50442 NA 4 39205660 204405.56 0.000000000
## 89 3618.1602 623.90660 NA 4 202420784 106914890.40 0.000000000
## 90 -9362.5210 -1870.17017 NA 4 15909268 174911.46 0.000000000
## 91 11081.3609 2164.50686 NA 4 19809334 1278306.94 0.000000000
## 92 -3800.9853 -779.20077 NA 4 4752042 127631.20 0.006593407
## 93 10088.0839 1950.18155 NA 4 74094196 2621338.93 0.000000000
## 94 5146.9329 926.95529 NA 4 59830414 13018813.33 0.000000000
## 95 -5828.4766 -952.20496 NA 4 26101949 75234.16 0.000000000
## 96 6811.2478 1354.87258 NA 4 19128510 131402.55 0.000000000
## 97 -4138.7287 -751.11986 NA 4 36872637 129479.87 0.000000000
## 98 7954.1711 1549.22281 NA 4 17309323 260594.36 0.000000000
## 99 -3990.1952 -737.88510 NA 4 30982004 258306.93 0.035714286
## 100 -5385.6333 -856.48143 NA 4 62277694 117273.92 0.000000000
## tsdf_cnt shape_length shape_area
## 1 0.10619469 16632.472 15255287
## 2 0.04166667 32339.270 43472594
## 3 0.00000000 47686.766 86083790
## 4 0.05263158 48568.005 109294568
## 5 0.09090909 50378.349 78033330
## 6 0.00000000 45198.050 61461012
## 7 0.02857143 44564.024 107704421
## 8 0.05000000 61154.495 147220913
## 9 0.06451613 50571.628 109751216
## 10 0.11111111 26881.791 44096242
## 11 0.16883117 19188.706 16829296
## 12 0.12068966 27128.920 34938538
## 13 0.12765957 15343.280 15120860
## 14 0.22580645 23384.365 30319498
## 15 0.00000000 73406.074 206828689
## 16 0.04166667 30488.246 71248256
## 17 0.00000000 48318.567 95389232
## 18 0.24210526 19163.296 17219368
## 19 0.05714286 41599.773 79732056
## 20 0.09523810 50631.563 86252274
## 21 0.00000000 37789.929 66391123
## 22 0.00000000 60531.914 122190903
## 23 0.10389610 22651.292 23713701
## 24 0.06382979 40543.603 77242900
## 25 0.04687500 28380.221 46878668
## 26 0.07692308 14382.874 13079212
## 27 0.00000000 64336.665 140467177
## 28 0.06250000 54538.082 189463000
## 29 0.11111111 20407.911 20734270
## 30 0.08000000 32458.768 42204499
## 31 0.02941176 48818.850 93187525
## 32 0.25490196 11840.642 7726971
## 33 0.04255319 28704.803 42671458
## 34 0.19341564 11063.320 6750868
## 35 0.13333333 40874.076 65509433
## 36 0.13872832 13072.568 8191518
## 37 0.00000000 64364.255 138657055
## 38 0.12500000 63864.260 147122814
## 39 0.21875000 36843.194 67132497
## 40 0.00000000 47917.445 80468939
## 41 0.25684932 11907.427 8948744
## 42 0.03921569 32279.681 57151700
## 43 0.03278689 29421.345 38483227
## 44 0.04166667 29469.504 45304974
## 45 0.15277778 21643.093 20319338
## 46 0.10526316 42400.040 75903271
## 47 0.00000000 31517.511 60633209
## 48 0.00000000 151760.736 950206957
## 49 0.12500000 19971.202 21050578
## 50 0.03846154 43113.570 74167011
## 51 0.09523810 29534.581 37114395
## 52 0.00000000 99962.269 261941044
## 53 0.21621622 22462.512 27419126
## 54 0.08510638 26119.300 33230534
## 55 0.16000000 22803.171 23870414
## 56 0.12903226 37512.136 56516678
## 57 0.00000000 42171.371 72066349
## 58 0.06250000 55825.639 111497894
## 59 0.00000000 48085.940 85902875
## 60 0.17837838 8468.602 3829650
## 61 0.07142857 44699.656 62867433
## 62 0.04545455 47457.842 88913635
## 63 0.05263158 31083.286 48260569
## 64 0.13846154 25404.856 33088916
## 65 0.24166667 12658.684 10397404
## 66 0.04545455 51636.378 100291031
## 67 0.08333333 23390.838 36225054
## 68 0.09333333 18513.247 21232346
## 69 0.07692308 57417.720 167753223
## 70 0.11538462 24384.921 44424126
## 71 0.03125000 51381.074 111633040
## 72 0.08333333 47811.228 109183126
## 73 0.03846154 31776.675 62288065
## 74 0.17708333 21208.881 26805215
## 75 0.00000000 47430.436 77398465
## 76 0.13953488 27449.779 36162186
## 77 0.02439024 26139.204 45271555
## 78 0.05681818 30367.812 41372113
## 79 0.15942029 27001.804 33248253
## 80 0.12765957 19003.383 21903895
## 81 0.09615385 28997.415 42619730
## 82 0.02222222 43645.134 81452028
## 83 0.11111111 28346.420 45765284
## 84 0.06521739 26219.210 34310976
## 85 0.06451613 39602.696 58901445
## 86 0.05084746 29707.953 36523192
## 87 0.08333333 64159.966 176258315
## 88 0.20000000 38617.028 59158429
## 89 0.00000000 99363.756 472064660
## 90 0.19417476 20752.713 24018825
## 91 0.06060606 23628.939 32586051
## 92 0.16263736 11247.369 7431963
## 93 0.00000000 55853.226 118641479
## 94 0.00000000 45613.673 111088118
## 95 0.06451613 35324.135 40313310
## 96 0.05333333 24325.845 29025849
## 97 0.07547170 36349.714 56948215
## 98 0.12727273 21296.158 26702991
## 99 0.03571429 32201.204 48024718
## 100 0.15384615 54798.255 95288563## county num_tested per_tested num_high_lead per_highlead_h
## 1 ALAMANCE 1,951 50.1 36 0.02
## 2 ALEXANDER 516 71.6 3 0.60
## 3 ALLEGHANY 75 38.9 1 1.30
## 4 ANSON 204 39.3 5 2.50
## 5 ASHE 259 62.4 0 0.00
## 6 AVERY 176 64.7 3 1.70
## 7 BEAUFORT 675 76.2 5 0.70
## 8 BERTIE 266 76.0 3 1.10
## 9 BLADEN 472 67.8 6 1.30
## 10 BRUNSWICK 1,191 59.7 3 0.30
## 11 BUNCOMBE 2,951 60.5 19 0.60
## 12 BURKE 1,359 75.9 16 1.20
## 13 CABARRUS 2,546 49.9 21 0.80
## 14 CALDWELL 1,069 68.5 10 0.90
## 15 CAMDEN 106 56.7 1 0.90
## 16 CARTERET 691 64.7 7 1.00
## 17 CASWELL 268 63.5 4 1.50
## 18 CATAWBA 2,180 65.2 12 0.60
## 19 CHATHAM 650 49.5 3 0.50
## 20 CHEROKEE 292 61.0 1 0.30
## 21 CHOWAN 177 63.9 1 0.60
## 22 CLAY 96 55.8 0 0.00
## 23 CLEVELAND 1,647 74.0 14 0.90
## 24 COLUMBUS 778 68.0 10 1.30
## 25 CRAVEN 2,087 76.6 16 0.80
## 26 CUMBERLAND 3,248 29.8 47 1.40
## 27 CURRITUCK 165 31.7 1 0.60
## 28 DARE 307 46.4 1 0.30
## 29 DAVIDSON 2,634 75.0 32 1.20
## 30 DAVIE 516 67.3 7 1.40
## 31 DUPLIN 1,001 73.6 5 0.50
## 32 DURHAM 4,558 54.7 23 0.50
## 33 EDGECOMBE 852 69.6 8 0.90
## 34 FORSYTH 5,519 63.4 62 1.10
## 35 FRANKLIN 856 60.5 4 0.50
## 36 GASTON 2,071 40.5 15 0.70
## 37 GATES 102 52.6 1 1.00
## 38 GRAHAM 85 54.5 0 0.00
## 39 GRANVILLE 694 58.4 1 0.10
## 40 GREENE 308 74.9 3 1.00
## 41 GUILFORD 8,773 71.1 74 0.80
## 42 HALIFAX 866 76.6 17 2.00
## 43 HARNETT 1,833 49.1 26 1.40
## 44 HAYWOOD 780 67.4 4 0.50
## 45 HENDERSON 1,231 57.7 13 1.10
## 46 HERTFORD 341 74.1 6 1.80
## 47 HOKE 835 48.4 8 1.00
## 48 HYDE 45 65.2 1 2.20
## 49 IREDELL 2,039 54.4 14 0.70
## 50 JACKSON 492 66.7 3 0.60
## 51 JOHNSTON 2,469 53.5 11 0.40
## 52 JONES 137 70.6 0 0.00
## 53 LEE 1,050 67.7 12 1.10
## 54 LENOIR 992 80.0 17 1.70
## 55 LINCOLN 644 38.7 6 0.90
## 56 MACON 405 61.3 5 1.20
## 57 MADISON 260 65.3 3 1.20
## 58 MARTIN 396 80.0 5 1.30
## 59 MCDOWELL 570 65.1 7 1.20
## 60 MECKLENBURG 9,800 33.3 72 0.70
## 61 MITCHELL 86 30.3 0 0.00
## 62 MONTGOMERY 484 88.3 10 2.10
## 63 MOORE 1,747 76.7 13 0.70
## 64 NASH 1,651 76.6 25 1.50
## 65 NEW HANOVER 3,026 68.6 34 1.10
## 66 NORTHAMPTON 257 69.3 3 1.20
## 67 ONSLOW 4,811 60.3 42 0.90
## 68 ORANGE 1,169 50.5 6 0.50
## 69 PAMLICO 162 99.4 1 0.60
## 70 PASQUOTANK 742 78.4 10 1.30
## 71 PENDER 877 68.5 4 0.50
## 72 PERQUIMANS 177 72.2 3 1.70
## 73 PERSON 340 40.3 7 2.10
## 74 PITT 2,587 62.5 12 0.50
## 75 POLK 132 42.6 1 0.80
## 76 RANDOLPH 2,208 71.3 24 1.10
## 77 RICHMOND 893 79.1 18 2.00
## 78 ROBESON 2,514 72.2 20 0.80
## 79 ROCKINGHAM 1,058 59.7 17 1.60
## 80 ROWAN 2,035 64.0 24 1.20
## 81 RUTHERFORD 432 32.2 2 0.50
## 82 SAMPSON 1,352 81.2 14 1.00
## 83 SCOTLAND 671 74.7 10 1.50
## 84 STANLY 1,098 78.0 16 1.50
## 85 STOKES 478 59.8 7 1.50
## 86 SURRY 801 53.6 20 2.50
## 87 SWAIN 198 67.6 3 1.50
## 88 TRANSYLVANIA 365 68.9 3 0.80
## 89 TYRRELL 38 52.8 2 5.30
## 90 UNION 1,648 34.1 10 0.60
## 91 VANCE 606 52.9 4 0.70
## 92 WAKE 12,820 50.7 98 0.80
## 93 WARREN 229 68.4 4 1.70
## 94 WASHINGTON 161 61.2 1 0.60
## 95 WATAUGA 581 77.3 6 1.00
## 96 WAYNE 2,082 64.1 12 0.60
## 97 WILKES 941 70.0 7 0.70
## 98 WILSON 1,488 77.7 21 1.40
## 99 YADKIN 424 56.2 4 0.90
## 100 YANCEY 171 48.4 2 1.20
## num_tested_older fips bf_acreage objectid id acstotpop
## 1 2120 37001 347.220 143210.0 370010210849 1421.0265
## 2 569 37003 0.000 143278.5 370030404211 1546.6250
## 3 94 37005 0.000 143296.0 370059501911 997.5455
## 4 282 37007 20.120 143311.0 370079203792 1331.8947
## 5 306 37009 0.000 143331.5 370099705093 1217.5455
## 6 190 37011 5.710 143350.5 370119302633 1093.8125
## 7 741 37013 191.180 143376.0 370139305119 1349.8000
## 8 314 37015 NA 143403.5 370159602653 982.2000
## 9 516 37017 NA 143429.0 370179503874 1089.6129
## 10 1345 37019 268.390 143489.5 370190311557 1409.5556
## 11 3359 37021 756.890 143611.5 370210021244 1652.4286
## 12 1453 37023 209.040 143717.5 370230207959 1546.7586
## 13 2820 37025 172.830 143793.5 370250416577 2143.0638
## 14 1208 37027 112.610 143871.5 370270307780 1319.0161
## 15 110 37029 NA 143905.5 370299501018 1741.1667
## 16 732 37031 18.843 143944.5 370319712691 957.2222
## 17 311 37033 NA 143989.5 370339303502 1263.6667
## 18 2382 37035 171.218 144046.0 370350109627 1649.7789
## 19 732 37037 516.627 144111.0 370370204075 1994.0286
## 20 324 37039 0.000 144139.0 370399303768 1317.5238
## 21 190 37041 90.980 144156.5 370419301439 1014.6429
## 22 109 37043 NA 144167.0 370439501431 1544.7143
## 23 2007 37045 187.670 144209.0 370459508295 1261.8052
## 24 950 37047 NA 144271.0 370479307747 1197.7234
## 25 2335 37049 92.500 144326.5 370499606981 1610.6562
## 26 3640 37051 258.110 144456.0 370510124581 1703.1077
## 27 177 37053 5.200 144561.0 370531689347 1719.7333
## 28 319 37055 NA 144584.5 370559716072 1116.9062
## 29 2753 37057 37.950 144654.5 370570611163 1524.6667
## 30 544 37059 17.900 144721.0 370590803882 1679.6400
## 31 1331 37061 140.220 144750.5 370610904745 1737.1176
## 32 5104 37063 602.340 144844.0 370630079165 2002.9869
## 33 1004 37065 47.680 144944.0 370650208556 1134.7234
## 34 5922 37067 1176.624 145089.0 370670028099 1529.1070
## 35 951 37069 28.750 145225.5 370690604511 2163.4000
## 36 2314 37071 435.010 145327.0 370710318228 1251.9364
## 37 115 37073 NA 145418.5 370739701902 1156.3000
## 38 96 37075 37.470 145427.5 370759202252 1069.6250
## 39 773 37077 32.980 145447.5 370779704545 1839.8125
## 40 364 37079 NA 145470.0 370799501855 1616.0000
## 41 9349 37081 647.893 145622.5 370810172130 1793.0890
## 42 907 37083 357.970 145794.0 370839306181 1014.4510
## 43 2204 37085 56.210 145850.0 370850708508 2137.0656
## 44 821 37087 40.430 145904.5 370879219090 1259.0208
## 45 1428 37089 293.983 145964.5 370899317175 1578.1250
## 46 359 37091 NA 146010.0 370919502535 1271.2105
## 47 931 37093 NA 146032.0 370939706096 2129.5600
## 48 55 37095 NA 146047.5 370959434502 898.8333
## 49 2225 37097 128.300 146106.5 370970610202 1540.4018
## 50 543 37099 NA 146175.5 370999493464 1625.2308
## 51 2781 37101 75.030 146230.5 371010408370 2275.8571
## 52 151 37103 NA 146276.0 371039202145 1385.0000
## 53 1189 37105 60.830 146298.0 371050304233 1625.0000
## 54 1254 37107 56.240 146340.0 371070108067 1217.5957
## 55 774 37109 95.876 146388.5 371090706750 1628.8200
## 56 465 37111 15.290 146429.0 371119705425 1455.1290
## 57 287 37113 2.050 146458.5 371139704221 1228.9286
## 58 594 37115 31.570 146480.5 371150104565 1337.8125
## 59 626 37117 147.500 146499.0 371179703478 1097.8095
## 60 11419 37119 9324.310 146787.0 371190095454 1899.6649
## 61 114 37121 NA 147071.5 371219502502 1074.2857
## 62 521 37123 3.550 147089.5 371239602824 1242.6364
## 63 1914 37125 59.430 147129.0 371259506046 1677.7018
## 64 1892 37127 382.280 147190.0 371270107872 1446.2000
## 65 3429 37129 1594.160 147282.5 371290277119 1868.5917
## 66 277 37131 7.100 147353.5 371319202461 917.5455
## 67 5526 37133 NA 147412.5 371330115437 2019.9167
## 68 1283 37135 137.170 147498.0 371350112661 1905.8400
## 69 178 37137 NA 147542.0 371379532247 980.1538
## 70 800 37139 NA 147561.5 371399604432 1518.4231
## 71 999 37141 407.250 147590.5 371419224926 1844.3750
## 72 196 37143 NA 147612.5 371439201510 1121.5833
## 73 428 37145 25.690 147631.5 371459203659 1511.7308
## 74 2814 37147 82.480 147692.5 371470010013 1847.6250
## 75 185 37149 50.980 147746.5 371499201939 1704.8333
## 76 2429 37151 106.270 147795.5 371510309193 1662.3023
## 77 1000 37153 10.000 147859.0 371539706076 1102.1707
## 78 2813 37155 605.140 147923.5 371559610364 1516.3864
## 79 1166 37157 NA 148002.0 371570408473 1322.7536
## 80 2236 37159 734.120 148083.5 371590511557 1485.1596
## 81 659 37161 166.200 148156.5 371619606697 1279.4615
## 82 1615 37163 36.910 148205.0 371639705205 1412.4667
## 83 736 37165 1183.260 148241.0 371650103414 1306.0000
## 84 1183 37167 18.930 148277.5 371679307617 1328.5652
## 85 507 37169 6.240 148316.0 371690704139 1480.8065
## 86 887 37171 166.710 148361.0 371719306591 1222.0169
## 87 223 37173 20.500 148396.5 371739568841 1187.8333
## 88 402 37175 1293.630 148415.0 371759603526 1340.5200
## 89 46 37177 NA 148430.0 371779601002 823.8000
## 90 2209 37179 259.295 148484.0 371790205833 2200.9126
## 91 714 37181 38.940 148552.0 371819605639 1347.9394
## 92 13995 37183 1346.050 148796.0 371830572273 2300.1275
## 93 260 37185 NA 149031.0 371859502142 1335.5333
## 94 218 37187 24.000 149046.0 371879501670 810.4000
## 95 641 37189 38.880 149069.0 371899205460 1745.7097
## 96 2475 37191 94.460 149122.0 371910008519 1653.3600
## 97 977 37193 28.350 149186.0 371939606553 1291.6981
## 98 1560 37195 48.380 149240.0 371950008696 1478.8364
## 99 470 37197 NA 149281.5 371970503224 1345.1786
## 100 205 37199 79.670 149302.0 371999602314 1359.0000
## acsipovbas acseducbas acstothh acstothu minorpop minorpct lowincome
## 1 1381.9292 956.0265 566.8938 617.2478 503.21239 0.36638784 549.8673
## 2 1489.5000 1113.5833 571.7500 683.2917 203.08333 0.13480558 582.7917
## 3 986.3636 749.3636 431.4545 741.8182 129.54545 0.12637604 481.3636
## 4 1235.2105 952.2105 500.8421 610.2105 737.78947 0.55959010 581.5263
## 5 1202.3182 919.6364 536.5909 802.2273 90.27273 0.07734615 455.0455
## 6 889.4375 820.2500 411.6875 885.3750 137.68750 0.09512622 402.4375
## 7 1334.8857 963.2000 552.1429 740.8571 461.40000 0.38511595 572.0000
## 8 916.1000 726.7500 398.8000 492.0500 645.45000 0.59923326 458.7500
## 9 1073.8710 779.0000 450.5806 576.6774 493.93548 0.45789805 556.0645
## 10 1397.6333 1101.2000 602.5111 966.3111 257.18889 0.14800353 435.1333
## 11 1610.6039 1208.5195 695.4091 789.5519 270.78571 0.16561525 542.2013
## 12 1500.0000 1108.1724 597.7931 708.4828 283.50000 0.16181111 630.1552
## 13 2123.5319 1415.4787 769.1383 830.7766 710.84043 0.33755975 597.0532
## 14 1299.3710 947.6774 525.7097 612.0968 163.98387 0.13623437 536.4839
## 15 1741.1667 1209.8333 639.3333 704.6667 341.16667 0.16031274 497.8333
## 16 938.3194 721.5972 412.3611 693.2083 130.50000 0.12501450 283.9583
## 17 1212.7778 926.2222 506.1111 598.7778 490.72222 0.38997361 467.7222
## 18 1620.6842 1138.6105 643.1474 723.0842 398.57895 0.23764023 584.0211
## 19 1970.6571 1458.8857 815.0571 901.5714 567.68571 0.26847936 578.9429
## 20 1299.6667 1011.0000 566.4286 862.0952 115.09524 0.07971821 534.5714
## 21 991.0714 750.3571 427.4286 521.5000 407.85714 0.32891504 431.2143
## 22 1540.7143 1185.4286 723.1429 1044.1429 97.14286 0.05476915 673.8571
## 23 1237.1688 863.0909 478.9870 565.9610 340.15584 0.28879995 562.4156
## 24 1131.8723 837.7872 474.5957 558.5106 487.14894 0.39639378 544.1489
## 25 1527.4375 1054.0000 638.6094 732.9844 548.75000 0.37025334 535.5312
## 26 1622.6923 1050.3641 638.0410 747.8923 953.65128 0.56149506 676.5846
## 27 1707.4667 1218.5333 676.5333 1037.1333 220.26667 0.10272042 473.8667
## 28 1110.5312 832.8125 482.5312 1078.5938 138.96875 0.08847438 323.4688
## 29 1501.8148 1066.8796 606.2130 688.0648 297.37037 0.21677356 574.2407
## 30 1666.8400 1196.3200 639.9600 743.2800 257.16000 0.15259076 505.0400
## 31 1717.1176 1174.5882 640.6176 761.0588 838.00000 0.47423996 911.8824
## 32 1914.5490 1369.0000 806.8235 872.0850 1157.01307 0.55135742 634.9935
## 33 1117.7872 778.2979 454.7021 530.7447 722.08511 0.65018190 569.2553
## 34 1486.3169 1022.5185 603.6420 672.3539 657.32099 0.43480323 554.8148
## 35 2109.0667 1493.8000 824.9667 933.7333 788.60000 0.41599298 757.2000
## 36 1234.0000 862.4740 471.0636 530.5145 337.69364 0.29255741 468.1503
## 37 1149.0000 834.5000 447.7000 533.6000 427.50000 0.37502417 345.2000
## 38 1053.0000 755.2500 411.0000 752.1250 141.12500 0.13159889 507.2500
## 39 1752.8438 1293.0625 657.1875 752.1562 769.37500 0.44902076 585.7812
## 40 1433.4615 1149.3846 558.3846 639.6923 857.30769 0.50874970 696.4615
## 41 1734.3836 1194.0342 694.2842 776.5171 880.81849 0.50324802 636.1678
## 42 986.4902 713.5490 414.0392 508.2157 623.52941 0.61896109 514.8431
## 43 2078.4098 1372.9672 739.1148 839.8361 816.90164 0.38726791 826.8197
## 44 1242.8333 941.1458 548.6667 737.4583 89.58333 0.06974944 417.1250
## 45 1558.7500 1169.4306 670.5694 790.8194 264.83333 0.17175784 485.0972
## 46 1154.3158 880.5789 468.3684 559.5789 846.05263 0.67658559 552.7368
## 47 2062.1600 1364.0000 708.8800 828.3600 1270.96000 0.59910684 894.6000
## 48 793.5000 642.6667 294.8333 541.5000 369.16667 0.26815016 344.1667
## 49 1524.8839 1053.8482 582.5536 650.3036 365.90179 0.24765476 452.4196
## 50 1478.5385 1037.6538 640.0769 1041.2692 309.76923 0.17013023 603.6923
## 51 2252.4405 1505.4167 799.4524 877.2024 722.50000 0.33985099 790.8690
## 52 1379.2857 1038.7143 591.0000 708.2857 522.00000 0.35035799 711.2857
## 53 1598.8378 1087.7027 587.6757 661.1622 681.72973 0.43721250 654.8378
## 54 1190.5957 847.1277 491.9362 586.1702 615.59574 0.55905630 572.2128
## 55 1612.0200 1157.9400 640.4400 704.5400 243.36000 0.15357922 564.7800
## 56 1420.5484 1051.3226 579.3871 687.0000 182.16129 0.13220938 604.5806
## 57 1219.2857 924.0000 560.6786 912.7500 131.57143 0.10542701 453.8929
## 58 1271.0625 953.5000 528.2500 680.7500 79.06250 0.05580211 489.9375
## 59 1088.7619 788.9524 451.0000 552.7619 526.23810 0.52007524 463.4286
## 60 1872.1045 1269.1874 727.1099 785.2162 1001.04685 0.50884357 553.1171
## 61 1043.8571 795.4286 454.3571 629.4286 81.64286 0.07417470 367.3571
## 62 1193.0909 863.3182 473.2273 737.9545 456.45455 0.35259915 526.7727
## 63 1657.1228 1212.9123 683.5965 818.2105 382.59649 0.24504187 482.3333
## 64 1415.4923 994.6615 564.9231 659.6308 717.64615 0.51998861 506.5538
## 65 1811.1083 1272.2250 780.3000 910.3667 428.13333 0.23430134 627.8333
## 66 876.8182 683.1364 392.1818 530.4545 562.77273 0.58645946 420.3182
## 67 1806.2708 1074.7917 667.3438 817.7188 678.06250 0.33634818 716.0208
## 68 1757.1867 1185.9067 700.3867 766.6933 584.18667 0.30402591 507.9200
## 69 923.6154 764.9231 411.6923 593.9231 252.61538 0.25052233 365.2308
## 70 1424.8077 1031.3077 568.4615 658.0000 685.80769 0.46773913 537.5769
## 71 1804.7500 1299.9375 680.1875 893.7812 465.06250 0.24093321 569.4688
## 72 1107.8333 842.8333 493.2500 594.6667 312.91667 0.24381010 423.6667
## 73 1489.3077 1074.0000 605.5385 708.7692 508.34615 0.35292864 557.1154
## 74 1776.1458 1113.4271 720.5104 818.3646 837.21875 0.45184130 775.5521
## 75 1679.0833 1316.9167 753.9167 972.8333 242.91667 0.13838409 547.0000
## 76 1641.6395 1146.8605 651.6395 722.6395 343.16279 0.20997913 655.4651
## 77 1064.3415 745.6098 452.3415 521.4634 470.43902 0.41900496 522.1220
## 78 1475.2386 973.3864 522.3750 603.0114 1129.88636 0.73012599 808.3068
## 79 1301.7246 948.7536 539.1449 637.3478 363.60870 0.26714038 528.5652
## 80 1440.2979 1019.7447 556.3936 652.4362 410.07447 0.28923702 552.0213
## 81 1255.8846 912.0000 506.6346 659.1346 211.90385 0.17218671 530.8269
## 82 1392.7556 944.8222 523.0444 613.5556 688.71111 0.50048924 668.5778
## 83 1208.3333 876.8148 485.6667 566.4815 736.51852 0.57434103 626.5185
## 84 1286.3261 927.2826 515.5870 600.8261 254.45652 0.20703864 472.6522
## 85 1462.8710 1083.9355 622.6452 715.6774 129.74194 0.09390145 493.3226
## 86 1204.6780 858.9322 491.2712 576.7797 192.89831 0.15398007 512.8475
## 87 1171.7500 821.4167 453.5833 745.9167 448.83333 0.29115646 559.7500
## 88 1298.7600 1014.6000 564.9200 782.4000 129.96000 0.08474291 501.1600
## 89 685.0000 660.8000 326.2000 445.8000 384.40000 0.38438057 352.2000
## 90 2173.0485 1398.4078 729.7573 773.2427 603.22330 0.27861942 518.3592
## 91 1324.2424 907.1212 510.7273 609.6061 808.51515 0.66034214 661.1212
## 92 2251.0352 1527.2132 858.2374 926.2110 912.88132 0.37327769 527.2527
## 93 1271.8667 961.1333 518.6667 796.5333 823.80000 0.57548578 581.4667
## 94 797.0000 559.0667 338.2000 430.5333 450.13333 0.49759896 385.0000
## 95 1560.2903 999.4839 656.6129 1081.2903 141.67742 0.08092238 685.9032
## 96 1608.5867 1094.7333 642.0400 720.9867 764.82667 0.48479155 722.3067
## 97 1271.4906 925.7925 535.0000 631.6981 160.75472 0.12670923 549.6226
## 98 1450.4364 1004.5818 584.1455 654.6364 780.90909 0.57064458 632.2545
## 99 1332.5000 951.1786 551.7143 621.4643 209.21429 0.15066664 556.3214
## 100 1346.8462 1009.1538 569.3846 862.3846 100.53846 0.07497696 610.1538
## lowincpct lesshs lesshspct under5 under5pct over64 over64pct
## 1 0.4174402 138.30973 0.16106337 82.71681 0.05534797 232.8053 0.1771052
## 2 0.3879962 205.16667 0.19521105 75.91667 0.05013226 295.3750 0.1978350
## 3 0.4884076 175.09091 0.23365562 40.09091 0.04003484 254.7273 0.2567598
## 4 0.4721476 185.36842 0.19164984 62.94737 0.04794065 228.5789 0.1856193
## 5 0.3879327 144.86364 0.16137970 53.36364 0.04277098 292.1364 0.2449194
## 6 0.4580288 145.31250 0.15824990 40.18750 0.03719168 231.2500 0.2414349
## 7 0.4676535 119.65714 0.13187570 65.48571 0.04784239 308.8000 0.2338142
## 8 0.4699756 154.75000 0.18105236 42.20000 0.04088192 206.2500 0.2105177
## 9 0.5282522 154.77419 0.19129775 57.90323 0.05804781 217.8065 0.2077864
## 10 0.2979744 105.81111 0.09390192 58.94444 0.03692417 413.1333 0.3172753
## 11 0.3552642 109.04545 0.09264570 83.55844 0.05113294 313.5844 0.1882356
## 12 0.4088125 211.34483 0.19905904 73.68966 0.04662198 296.4828 0.2045420
## 13 0.3273445 141.51064 0.12475242 137.61702 0.06447769 273.9255 0.1423851
## 14 0.4369692 192.14516 0.20592006 66.72581 0.05082282 249.4516 0.1942544
## 15 0.2440306 173.66667 0.12930086 82.00000 0.03515260 297.0000 0.1499563
## 16 0.2754435 63.93056 0.08136868 41.16667 0.03641695 225.5139 0.2491433
## 17 0.3974021 190.22222 0.20542034 58.77778 0.04116708 255.0000 0.2043939
## 18 0.3637524 168.67368 0.15466219 93.47368 0.05579495 281.4632 0.1737724
## 19 0.3080175 172.17143 0.13077810 98.65714 0.04966536 465.8857 0.2216028
## 20 0.4130994 138.66667 0.14873041 53.76190 0.03644420 372.2381 0.2927199
## 21 0.3595807 120.14286 0.13844495 47.42857 0.03680705 237.2857 0.2037117
## 22 0.4301222 136.85714 0.12365401 57.28571 0.04092866 453.1429 0.2840903
## 23 0.4598837 138.31169 0.16966641 69.98701 0.05510341 226.2078 0.1892872
## 24 0.4751125 154.51064 0.17251402 59.97872 0.04705761 229.6170 0.2052754
## 25 0.3790846 124.32812 0.13466670 104.43750 0.06345879 289.7344 0.1856566
## 26 0.4321061 97.44103 0.10091263 130.36923 0.07146213 191.2821 0.1234708
## 27 0.2669347 132.00000 0.09136921 93.33333 0.04177162 266.4000 0.1572178
## 28 0.2152911 56.03125 0.05064283 52.40625 0.03357815 224.4062 0.1591291
## 29 0.4134189 176.68519 0.18121879 83.22222 0.05200953 267.2130 0.1801980
## 30 0.2957047 159.16000 0.13818610 79.24000 0.04207496 332.5200 0.2021550
## 31 0.5152684 303.44118 0.25129382 109.44118 0.06085651 300.8529 0.1803315
## 32 0.3464626 158.88889 0.13382685 134.18954 0.06250197 242.1961 0.1355834
## 33 0.5205601 158.25532 0.20412254 66.85106 0.05850100 208.2766 0.1971776
## 34 0.3857062 114.95885 0.12358054 93.57613 0.05999410 232.6420 0.1587560
## 35 0.3926509 237.13333 0.17316196 121.16667 0.05503708 347.2333 0.1769237
## 36 0.4083612 131.69364 0.16806135 74.67052 0.05784186 195.1272 0.1653679
## 37 0.3064562 114.50000 0.13856905 47.60000 0.03636652 221.3000 0.2040917
## 38 0.5102192 143.87500 0.20654299 44.62500 0.04369245 248.7500 0.2319127
## 39 0.3574983 203.81250 0.17857174 90.59375 0.04478424 297.4688 0.1792519
## 40 0.4430114 297.69231 0.25728639 82.15385 0.04960535 245.7692 0.1483293
## 41 0.4118908 129.90411 0.12543561 106.83562 0.06099475 259.3836 0.1476139
## 42 0.5291127 160.84314 0.23226848 53.37255 0.04872362 198.0980 0.2124153
## 43 0.4079665 187.45902 0.14666013 160.75410 0.06782200 252.6885 0.1390586
## 44 0.3501710 112.14583 0.12502418 59.64583 0.04432084 303.0833 0.2356631
## 45 0.3301508 118.69444 0.10951766 76.79167 0.04756194 395.8889 0.2535953
## 46 0.4943198 183.00000 0.21197049 58.42105 0.04714758 238.5263 0.1945493
## 47 0.4519992 190.76000 0.15621910 186.16000 0.07442228 192.7600 0.1116875
## 48 0.3094445 118.16667 0.12494005 46.66667 0.03172541 147.8333 0.1205571
## 49 0.3213845 116.20536 0.12328063 85.83036 0.05558499 234.3661 0.1568829
## 50 0.4158219 120.80769 0.11329549 75.00000 0.04741464 306.7692 0.2006694
## 51 0.4130195 206.82143 0.16867690 146.63095 0.06400544 289.3571 0.1462530
## 52 0.5212350 191.00000 0.18566867 61.85714 0.04480687 293.2857 0.2049262
## 53 0.4262892 180.08108 0.18384519 104.89189 0.06509165 256.7027 0.1586252
## 54 0.5143607 165.95745 0.21593098 69.74468 0.05918334 233.1064 0.1924665
## 55 0.3792087 167.14000 0.15292776 82.28000 0.05396395 275.2200 0.1702729
## 56 0.4300900 170.41935 0.16820049 63.61290 0.03928795 283.7097 0.2056833
## 57 0.3840277 104.92857 0.11932434 60.10714 0.04991263 344.7500 0.2819852
## 58 0.3966755 139.31250 0.15180438 59.75000 0.04371874 280.3750 0.2184594
## 59 0.4439387 131.76190 0.16717262 58.71429 0.05121487 239.5238 0.2352747
## 60 0.3028222 125.91171 0.10285855 128.72072 0.06522193 202.1928 0.1133439
## 61 0.3517350 122.92857 0.17358753 47.78571 0.03800812 257.7857 0.2524531
## 62 0.4545660 178.77273 0.20578410 68.77273 0.04861627 238.9545 0.2055715
## 63 0.3225237 116.36842 0.11253872 94.08772 0.05588676 398.2105 0.2316239
## 64 0.3901742 145.21538 0.16136440 81.32308 0.05293687 250.6769 0.1859334
## 65 0.3617816 89.73333 0.07403077 94.28333 0.04764066 311.8917 0.1643263
## 66 0.4662727 140.36364 0.19343314 42.09091 0.04624607 222.7727 0.2596166
## 67 0.3990539 94.21875 0.09443355 182.72917 0.08478579 174.9688 0.1040546
## 68 0.3056277 86.37333 0.07371168 87.90667 0.04260098 244.8533 0.1307914
## 69 0.3808610 91.69231 0.11334706 35.61538 0.03404130 275.6154 0.2586799
## 70 0.4061748 139.42308 0.14148143 95.61538 0.07014012 244.8846 0.1725477
## 71 0.3090140 162.15625 0.12100185 104.65625 0.04728447 323.0938 0.1809942
## 72 0.3265051 113.41667 0.11926838 51.00000 0.04028613 298.5833 0.1937675
## 73 0.3897150 146.65385 0.15027934 79.19231 0.05030882 277.9615 0.2040040
## 74 0.4590553 117.94792 0.11242899 108.76042 0.05492115 228.5312 0.1349315
## 75 0.3180246 119.41667 0.08926729 56.50000 0.03136032 501.3333 0.3053656
## 76 0.4104823 213.19767 0.19328012 94.16279 0.05679491 281.5465 0.1738452
## 77 0.5046213 147.19512 0.19642232 67.78049 0.06309203 187.6098 0.1703379
## 78 0.5562222 223.26136 0.23339339 102.69318 0.06975701 215.3977 0.1465583
## 79 0.4101226 165.13043 0.17479987 68.18841 0.04927362 256.6377 0.2021050
## 80 0.3882254 150.19149 0.15112388 83.77660 0.05400757 249.5319 0.1753235
## 81 0.4278625 158.55769 0.17539240 65.25000 0.04654670 264.5192 0.2189072
## 82 0.4881783 210.93333 0.21708758 90.91111 0.06240875 241.4667 0.1768444
## 83 0.5494986 176.70370 0.19973572 81.55556 0.06262461 220.7407 0.1778456
## 84 0.3902536 138.23913 0.15191692 74.76087 0.05447396 244.3913 0.1884201
## 85 0.3482443 178.35484 0.17394059 66.16129 0.04351066 293.4839 0.2079573
## 86 0.4217325 186.35593 0.21400064 62.88136 0.05045109 240.4915 0.2018956
## 87 0.4205642 178.41667 0.20406917 74.83333 0.04973617 227.5833 0.1929271
## 88 0.3971499 116.00000 0.11777856 56.40000 0.04337018 389.0000 0.2880976
## 89 0.4084500 161.80000 0.20181076 23.40000 0.02435449 175.2000 0.1794784
## 90 0.2668766 142.47573 0.11648696 129.07767 0.05687711 264.7476 0.1287587
## 91 0.5370607 181.75758 0.21836497 83.75758 0.07088052 234.7273 0.1739225
## 92 0.2515221 110.94725 0.07780403 145.90989 0.05845153 250.2242 0.1242591
## 93 0.4378546 187.53333 0.18868625 57.13333 0.04445049 315.7333 0.2488037
## 94 0.4404899 112.20000 0.18006760 42.40000 0.04705728 184.9333 0.2228574
## 95 0.4140439 104.61290 0.09945259 57.67742 0.03805517 264.5161 0.1773820
## 96 0.4656346 174.01333 0.17173443 111.17333 0.06342114 257.6267 0.1637939
## 97 0.4335968 198.52830 0.21727845 64.24528 0.04622024 264.2830 0.2089182
## 98 0.4934099 197.81818 0.22799302 87.72727 0.05433693 251.0727 0.1758329
## 99 0.4282694 180.42857 0.18439632 70.71429 0.05350090 257.4286 0.1938092
## 100 0.4525804 159.69231 0.15618317 63.53846 0.04504534 336.8462 0.2496380
## pre1960 pre1960pct vuleopct vuleo dispeo dslpm cancer
## 1 149.39823 0.26917124 0.3919140 535.9212 32.591983 0.31652977 34.59308
## 2 98.83333 0.15204557 0.2614009 405.8671 -141.949213 0.17280304 30.84475
## 3 111.36364 0.14555685 0.3073918 308.8310 -44.500683 0.09937925 21.84325
## 4 162.52632 0.27776011 0.5158688 670.7667 199.008126 0.17955891 35.18457
## 5 138.45455 0.18089747 0.2326394 276.5605 -154.695441 0.09294807 20.98061
## 6 132.43750 0.20044189 0.2765775 300.3192 -87.110398 0.09034049 20.49582
## 7 140.51429 0.21691664 0.4263847 519.7859 41.685262 0.15565777 26.63451
## 8 114.80000 0.23759821 0.5346044 572.3331 224.436740 0.13397961 26.28007
## 9 86.12903 0.16127426 0.4930751 530.2882 144.346120 0.14271858 29.93067
## 10 32.61111 0.04079631 0.2229890 348.2231 -151.043062 NA NA
## 11 182.86364 0.25920849 0.2604397 414.2111 -171.080960 0.25221749 27.28900
## 12 157.81034 0.22869348 0.2853118 468.8633 -79.000322 0.22037398 32.32983
## 13 148.53191 0.24402483 0.3324521 657.2000 -101.875670 0.43115183 38.02914
## 14 141.27419 0.25445192 0.2866018 354.1364 -113.060554 0.20561481 31.33500
## 15 118.00000 0.15064087 0.2021717 419.5000 -197.223193 0.15473071 23.80679
## 16 88.25000 0.14579878 0.2002290 209.5189 -129.530331 NA NA
## 17 143.33333 0.22032932 0.3936879 495.2352 47.643057 0.17573368 30.89038
## 18 132.84211 0.20538870 0.3006963 497.5845 -86.769046 0.27514719 35.77856
## 19 110.14286 0.14734296 0.2882484 576.4735 -129.813681 0.21132811 33.67628
## 20 98.76190 0.12519774 0.2464088 329.2558 -137.412566 0.11272115 25.91320
## 21 135.00000 0.20327347 0.3442479 424.2037 64.816078 0.14649305 24.60909
## 22 128.42857 0.12577411 0.2424457 386.4494 -160.690102 0.09703504 24.81827
## 23 116.22078 0.21392041 0.3743418 454.6878 7.754956 0.27300703 36.16066
## 24 116.02128 0.21920903 0.4357531 530.8153 106.580370 0.14971195 30.14047
## 25 107.82812 0.19839682 0.3746689 547.6264 -22.869893 0.15709208 28.68126
## 26 75.18462 0.12772951 0.4968006 828.0457 224.803074 NA NA
## 27 72.06667 0.07546156 0.1848275 349.8125 -259.318962 NA NA
## 28 87.46875 0.06585532 0.1518827 232.1986 -163.410813 NA NA
## 29 125.62963 0.20380424 0.3150962 442.1939 -97.844722 0.30975191 35.46591
## 30 133.28000 0.19491758 0.2241477 382.7131 -212.217265 0.26214080 33.62059
## 31 148.17647 0.19559573 0.4947542 880.0032 264.714198 0.15359399 29.10694
## 32 142.73203 0.21464011 0.4489100 915.7598 206.299586 0.42433954 39.47396
## 33 141.44681 0.28564615 0.5853710 649.2844 247.364121 0.21027140 29.79396
## 34 138.97119 0.23743353 0.4102547 611.1772 69.565758 0.32319878 35.65933
## 35 122.73333 0.14287362 0.4043219 783.4805 17.201756 0.19755063 32.25461
## 36 118.75723 0.25656432 0.3504593 407.1872 -36.250065 0.37583540 39.66390
## 37 121.70000 0.24954233 0.3407402 387.6701 -21.892642 0.15082953 26.09084
## 38 98.62500 0.15145431 0.3209090 328.2875 -50.574856 0.08549048 22.75260
## 39 123.90625 0.22249930 0.4032595 696.1428 44.479119 0.22703138 34.50889
## 40 117.38462 0.17642192 0.4758806 804.7418 232.352740 0.15781048 28.32582
## 41 144.51712 0.25187886 0.4575694 772.4190 137.304832 NA NA
## 42 141.98039 0.32554635 0.5740369 577.5869 218.267264 0.22280477 31.13998
## 43 119.26230 0.16789414 0.3976172 834.1685 77.217501 0.21282488 34.21505
## 44 170.29167 0.27994441 0.2099602 256.1733 -189.773316 0.13080635 22.33353
## 45 111.01389 0.14655408 0.2509543 379.2198 -179.753889 NA NA
## 46 124.47368 0.24906385 0.5854527 730.2465 279.982308 0.15574047 27.98550
## 47 64.80000 0.10680578 0.5255530 1096.9498 342.657287 NA NA
## 48 72.33333 0.08205631 0.2887973 385.0393 66.671538 NA NA
## 49 96.66964 0.17699338 0.2845196 412.0953 -133.516704 0.33445751 35.22766
## 50 121.57692 0.12965477 0.2929761 494.0606 -81.597925 0.10358560 22.44427
## 51 115.14286 0.17331659 0.3764352 761.6580 -44.453147 0.26336824 32.23070
## 52 154.00000 0.22027435 0.4357965 618.1292 127.560687 0.12913767 28.38102
## 53 113.48649 0.19075968 0.4317508 675.1211 99.544223 0.23751193 34.57777
## 54 163.97872 0.31277669 0.5367085 600.3022 169.028421 0.19174867 28.79850
## 55 100.84000 0.17838677 0.2663940 407.8475 -169.082360 0.27066314 35.37423
## 56 145.67742 0.21931611 0.2811497 401.6876 -113.720770 0.18049430 27.73757
## 57 146.17857 0.17015179 0.2447273 294.2633 -141.024552 0.10728014 24.04552
## 58 153.93750 0.23739674 0.2262388 294.0973 -179.757404 0.12293083 23.88297
## 59 161.95238 0.29790155 0.4820070 496.8406 107.995216 0.15708419 26.69859
## 60 85.37117 0.13903627 0.4058329 780.2090 107.345544 NA NA
## 61 167.78571 0.28102585 0.2129549 229.5586 -150.954604 0.11498830 22.19441
## 62 155.72727 0.24909687 0.4035826 513.8405 73.697335 0.16986314 34.81807
## 63 110.12281 0.16990685 0.2837828 435.6780 -158.565803 0.18304542 35.46156
## 64 125.01538 0.21611892 0.4550814 617.7099 105.464282 0.25970971 31.13754
## 65 132.41667 0.19807151 0.2980415 543.1824 -118.674851 NA NA
## 66 140.77273 0.29890600 0.5263661 504.4648 179.469161 0.16710775 29.46246
## 67 67.39583 0.11383226 0.3677010 726.9245 11.467733 NA NA
## 68 98.25333 0.14245257 0.3048268 576.5700 -98.480650 0.34352809 36.04644
## 69 96.30769 0.16168913 0.3156917 322.7673 -24.404257 NA NA
## 70 160.92308 0.31534397 0.4369570 624.2673 86.440134 0.20981541 24.66018
## 71 87.90625 0.11462612 0.2749736 523.4460 -129.833675 NA NA
## 72 96.50000 0.14325266 0.2851576 371.1532 -26.112882 0.14477123 23.80005
## 73 150.92308 0.23806169 0.3713218 537.5622 2.105488 0.19609886 31.66348
## 74 89.69792 0.16668811 0.4554483 821.9861 167.555219 0.24078693 29.04834
## 75 223.66667 0.22659512 0.2282044 398.8702 -204.983705 0.19421313 30.18075
## 76 126.93023 0.18688962 0.3102307 504.3061 -84.483258 0.26155204 34.46271
## 77 122.90244 0.26032744 0.4618131 504.4140 114.023843 0.20145933 35.34499
## 78 109.00000 0.20357671 0.6431741 980.2410 443.135290 0.22040500 32.47018
## 79 196.75362 0.31364523 0.3386315 450.2984 -18.222421 0.21340966 31.89096
## 80 175.23404 0.29282884 0.3387312 490.9233 -35.121845 0.35304974 36.59263
## 81 163.69231 0.26517778 0.3000246 377.0244 -76.162290 0.21621754 34.06881
## 82 120.44444 0.20907603 0.4943338 683.7422 183.444967 0.16318634 30.51232
## 83 121.22222 0.24794633 0.5619198 702.2288 239.642104 0.19567271 35.15641
## 84 185.00000 0.34485209 0.2986461 371.7971 -98.782171 0.25156630 38.86160
## 85 115.22581 0.16485219 0.2210729 314.8444 -209.658893 0.17646868 29.92433
## 86 137.57627 0.23097666 0.2878563 357.2810 -75.558754 0.18749997 28.03075
## 87 107.25000 0.14826737 0.3558603 508.1537 87.421784 NA NA
## 88 145.44000 0.22364280 0.2409464 323.8429 -150.970825 0.10196269 24.20718
## 89 127.80000 0.23118452 0.3964153 384.6713 92.880395 0.12935258 23.23082
## 90 67.33981 0.10678785 0.2727480 566.8866 -212.679081 0.33612482 36.75110
## 91 133.51515 0.26420751 0.5987014 740.7816 263.339938 0.23126831 33.08215
## 92 65.79341 0.10077470 0.3123999 727.1955 -87.512275 0.42932467 36.51520
## 93 144.33333 0.20662887 0.5066702 716.6377 243.590316 0.16923835 30.93600
## 94 97.13333 0.20507851 0.4690444 418.3383 131.293687 0.13331156 24.87767
## 95 135.35484 0.14139952 0.2474831 482.2409 -136.091413 0.12426784 21.94132
## 96 123.17333 0.20809333 0.4752131 752.3040 166.682069 0.20878279 31.65313
## 97 122.67925 0.21392598 0.2801530 359.9629 -97.558045 0.15159615 27.88877
## 98 146.32727 0.27139031 0.5320272 715.1185 191.312987 0.25919652 31.51647
## 99 145.67857 0.24983535 0.2894680 385.4222 -91.041604 0.20863734 30.39726
## 100 170.30769 0.21326206 0.2637787 358.0441 -123.315183 0.09633023 21.61371
## resp ptraf pwdis pnpl prmp ptsdf ozone
## 1 0.4576592 NA NA 0.018487268 0.46651075 1.08713271 43.45316
## 2 0.3938572 NA NA 0.037912568 0.09692420 0.12815287 43.16748
## 3 0.2680125 NA NA 0.049249745 0.04654865 0.04657801 42.31874
## 4 0.4911926 NA NA 0.045261657 0.05523394 0.23587285 42.09358
## 5 0.2573567 NA NA 0.070518297 0.02690828 0.22496000 42.85610
## 6 0.2441193 NA NA 0.016394080 0.02883423 0.05077100 42.75757
## 7 0.3599771 NA NA 0.156930039 0.21707499 0.27701601 39.17018
## 8 0.3434102 NA NA 0.016108952 0.17717621 0.05320158 39.68727
## 9 0.4174150 NA NA 0.025594423 0.18182049 0.16304169 39.02552
## 10 NA NA NA 0.069348304 0.14680634 0.36927853 37.20899
## 11 0.3505627 NA NA 0.170159994 0.23896088 1.47101235 43.01987
## 12 0.4271602 NA NA 0.018509797 0.60736785 0.60848659 42.68886
## 13 0.5219152 NA NA 0.215837087 0.40999325 0.67363869 46.20573
## 14 0.4103644 NA NA 0.020028869 0.79875696 1.46360828 42.81260
## 15 0.3058080 NA NA 0.016490846 0.14004003 0.09201705 40.84772
## 16 NA NA NA 0.042450175 0.04642283 0.29240034 NA
## 17 0.4054905 NA NA 0.038654448 0.09087409 0.11376247 42.59759
## 18 0.4574717 NA NA 0.043979867 0.71651389 1.54476147 44.06155
## 19 0.4570581 NA NA 0.030940689 0.39990107 0.14415137 42.77030
## 20 0.3310356 NA NA 0.011506724 0.11398211 0.15278969 39.93143
## 21 0.3230565 NA NA 0.012155968 0.04779760 0.06446356 39.48394
## 22 0.3090753 NA NA 0.012503830 0.05276495 0.07688091 38.52373
## 23 0.4749268 NA NA 0.106017820 0.39733422 0.61789945 43.77920
## 24 0.4188799 NA NA 0.038614054 0.06998162 0.31620173 37.60878
## 25 0.4230975 NA NA 0.106926145 0.42529881 0.37592439 38.15876
## 26 NA NA NA 0.172371297 0.38488849 0.95848908 42.57637
## 27 NA NA NA 0.016751439 0.09288359 0.04610997 NA
## 28 NA NA NA 0.007005027 0.16419952 0.21525972 NA
## 29 0.4711024 NA NA 0.027097171 0.47450556 0.85883220 45.75724
## 30 0.4463013 NA 0.001438777 0.039966488 0.19717246 0.32604591 45.29172
## 31 0.3960308 NA NA 0.018890780 0.19092452 0.11223393 38.91913
## 32 0.4954464 NA NA 0.072952634 0.48767075 2.53619109 43.33128
## 33 0.3903928 NA NA 0.015702364 0.60229497 0.44352947 41.06751
## 34 0.4513286 NA NA 0.027115581 0.45475852 2.80220190 45.62033
## 35 0.4315558 NA NA 0.029152717 0.14192604 0.26961895 42.36211
## 36 0.5181158 NA NA 0.333406657 1.08978188 1.69676397 44.64218
## 37 0.3409217 NA NA 0.022082794 0.05798133 0.07133688 39.87465
## 38 0.2944589 NA NA 0.015646146 0.05651647 0.07363816 41.10496
## 39 0.4544088 NA NA 0.309771440 0.23518987 0.82028443 42.89987
## 40 0.3730194 NA NA 0.018346811 0.06687062 0.09456515 40.92197
## 41 NA NA NA 0.014239096 0.68341145 3.47950235 45.49677
## 42 0.4217635 NA NA 0.012602661 0.48075172 0.39617224 40.64639
## 43 0.4802159 NA NA 0.031884113 0.26290582 0.17011664 42.33418
## 44 0.2847963 NA NA 0.263121311 0.56991820 0.23949379 43.09712
## 45 NA NA NA 0.159313674 0.19636730 0.85179504 42.23842
## 46 0.3665439 NA NA 0.014607220 0.08537003 0.24381093 39.84965
## 47 NA NA NA 0.075163949 0.69033708 0.12642215 42.44037
## 48 NA NA NA 0.008852141 0.01458916 0.01079700 NA
## 49 0.4816882 NA NA 0.167157907 0.65273912 0.78886206 45.18093
## 50 0.2850856 NA NA 0.061130664 0.13627221 0.16023591 40.21792
## 51 0.4457265 NA NA 0.025035707 0.41393380 0.23723157 41.76211
## 52 0.4164428 NA NA 0.030255525 0.07672506 0.06736424 38.41021
## 53 0.5685818 129.5365 NA 0.024198807 0.32997824 0.98595583 42.39778
## 54 0.3973143 NA NA 0.018016999 0.40917782 0.24472760 40.11526
## 55 0.4688820 NA NA 0.040408049 0.53119444 0.71207911 44.62358
## 56 0.3567475 NA NA 0.027711393 0.22703076 0.40135613 42.49923
## 57 0.3083235 NA NA 0.023084511 0.26052792 0.04351834 37.77120
## 58 0.3029172 NA NA 0.033400503 0.11140618 0.27539939 43.80217
## 59 0.3526753 NA NA 0.031709454 0.17037817 0.03827832 40.02853
## 60 NA NA NA 0.067862546 0.66508485 2.90562508 45.63926
## 61 0.2720081 NA NA 0.020664862 0.04479133 0.20259426 42.99487
## 62 0.4974464 NA NA 0.024453482 0.29464461 0.13744873 42.48438
## 63 0.4806656 NA NA 0.227353908 0.17509230 0.20682394 42.23749
## 64 0.4141487 NA NA 0.014516391 0.47430853 0.76606257 41.45326
## 65 NA NA NA 0.128909967 0.46380382 2.50534509 NA
## 66 0.3895834 NA NA 0.012196882 0.22838202 0.14664309 40.25518
## 67 NA NA NA 0.286745662 0.19709319 0.63343122 NA
## 68 0.4767221 NA NA 0.040670809 0.14261019 1.70097135 43.06996
## 69 NA NA NA 0.039207659 0.15626147 0.12481899 NA
## 70 0.3213893 NA NA 0.017189212 0.65990225 0.72070612 40.29246
## 71 NA NA NA 0.036057435 0.09209085 0.12745439 NA
## 72 0.3060401 NA NA 0.012246907 0.22487321 0.07536073 39.66935
## 73 0.4144187 NA NA 0.185567328 0.29293685 0.28197182 42.80025
## 74 0.3926509 NA NA 0.036455741 0.27846276 1.40174886 40.68700
## 75 0.3892443 NA NA 0.054191449 0.06769332 0.06543010 42.61664
## 76 0.4531987 NA NA 0.015957430 0.33723267 0.95011376 44.24613
## 77 0.4992846 138.3595 NA 0.109754706 0.41265198 0.31866491 41.82070
## 78 0.4575729 NA NA 0.024348766 0.54838042 0.31598072 40.78964
## 79 0.4139661 NA NA 0.021662653 0.54577698 0.72282342 43.40692
## 80 0.4923564 NA NA 0.121167003 0.52435863 0.84194379 45.84296
## 81 0.4507877 NA NA 0.030520071 0.44827288 0.52553177 43.01237
## 82 0.4137775 NA NA 0.024504754 0.34267322 0.24234168 40.44053
## 83 0.4991327 NA NA 0.030816195 0.30240859 0.28337228 41.85259
## 84 0.4982897 NA NA 0.031207508 0.30997159 0.19452894 43.96000
## 85 0.3784246 NA NA 0.024554835 0.09221757 0.32579919 43.85664
## 86 0.3634573 NA NA 0.032553165 0.42729318 0.17932866 42.81762
## 87 NA NA NA 0.028924486 0.04305214 0.20126995 40.71103
## 88 0.2988564 NA NA 0.036143224 0.20702273 0.76833204 41.13817
## 89 0.2950123 NA NA 0.009602298 0.13897133 0.03473965 38.95505
## 90 0.5062466 NA NA 0.050049336 0.34594334 1.01051814 43.77941
## 91 0.4339669 NA NA 0.053054379 0.35135000 0.60129843 42.10568
## 92 0.4943147 NA NA 0.127167325 0.22285693 2.04847960 43.24921
## 93 0.4110591 NA NA 0.023064707 0.04557286 0.04271949 41.31524
## 94 0.3325719 NA NA 0.018353096 0.30255465 0.05122357 39.13543
## 95 0.2672414 NA NA 0.025480489 0.02745375 0.43563828 42.88532
## 96 0.4197343 NA NA 0.013158771 0.18919366 0.54042891 41.01689
## 97 0.3647305 NA NA 0.036488529 0.68584650 0.32942549 42.38774
## 98 0.4133079 201.7222 NA 0.014350935 0.95566333 0.60423848 41.58397
## 99 0.4044873 NA NA 0.127921350 0.17458549 0.19750888 43.62504
## 100 0.2668410 NA NA 0.028564969 0.04211164 0.35770114 43.58217
## pm25 d_dslpm_2 d_cancr_2 d_ptraf_2 d_pwdis_2 d_pnpl_2 d_ptsdf_2
## 1 8.297337 20.551376 1203.8700 NA NA 0.5917337 26.870053
## 2 8.401689 -24.041662 -4428.8246 NA NA -4.8455965 -20.473410
## 3 7.133256 -4.067480 -987.8557 NA NA -2.1888089 -2.472353
## 4 7.856333 36.596005 7057.9545 NA NA 8.6984956 62.906865
## 5 6.934824 -13.882709 -3251.3249 NA NA -12.4242546 -33.067156
## 6 6.909698 -7.962184 -1806.5473 NA NA -1.4888087 -5.161336
## 7 7.163471 11.160443 1190.8372 NA NA 32.3761427 60.770019
## 8 7.278513 30.140105 5922.3808 NA NA 3.9088078 10.760871
## 9 7.724246 20.639936 4327.5557 NA NA 4.1458859 20.649824
## 10 7.038491 NA NA NA NA -10.6908290 -71.182700
## 11 7.345986 -34.807720 -4595.5819 NA NA -31.6276999 -155.673361
## 12 8.180606 -14.220791 -2495.3479 NA NA -1.5658187 -26.736616
## 13 8.761144 -33.020743 -3669.8362 NA NA 6.1549285 -49.727602
## 14 8.063705 -19.448456 -3585.2037 NA NA -2.5014372 -34.284646
## 15 6.815600 -31.166904 -4722.7950 NA NA -4.2889766 -21.003086
## 16 NA NA NA NA NA -5.9471799 -37.628896
## 17 8.082435 7.942334 1467.0650 NA NA 1.6848854 4.358018
## 18 8.792430 -17.436018 -2885.2142 NA NA -5.1299145 108.927675
## 19 8.350016 -32.181789 -4622.3431 NA NA -9.2225248 -48.818261
## 20 7.372454 -16.497980 -3658.6480 NA NA -1.5119331 -23.460125
## 21 7.050079 10.168985 1613.3788 NA NA 0.9058248 6.340625
## 22 7.243753 -15.284781 -3979.9191 NA NA -2.0101190 -11.908486
## 23 8.837614 6.773251 343.0038 NA NA 3.6018711 27.185857
## 24 7.551723 16.496518 3253.2133 NA NA 5.6111725 56.877641
## 25 7.074984 -1.149317 -815.0022 NA NA -8.6836342 14.583209
## 26 8.496981 NA NA NA NA 51.3032435 219.351608
## 27 NA NA NA NA NA -5.9192294 -13.446060
## 28 NA NA NA NA NA -1.5999880 -49.567393
## 29 8.415621 -18.788098 -3233.2286 NA NA -2.6541790 49.439837
## 30 8.444352 -54.564412 -7137.7812 NA -0.3881073 -8.3060765 -71.887248
## 31 7.685799 42.282331 7716.2569 NA NA 4.3315632 22.174539
## 32 8.889867 99.323169 8727.8340 NA NA 15.0891989 642.048733
## 33 7.849900 59.011437 7571.0044 NA NA 3.6399680 144.296965
## 34 8.323611 32.605858 2701.6437 NA NA 1.2231501 447.856464
## 35 8.351386 1.722497 535.1733 NA NA 0.6129208 -3.971657
## 36 9.068831 -5.934967 -1126.4565 NA NA 2.6733595 122.561959
## 37 7.206519 -3.327160 -566.2376 NA NA -0.5275630 -2.414226
## 38 7.178174 -5.027040 -1171.6520 NA NA -0.8971101 -3.744216
## 39 8.461853 16.227701 1752.3992 NA NA 66.8292110 134.634349
## 40 7.861686 36.680871 6588.0666 NA NA 4.1996196 23.713563
## 41 8.297834 NA NA NA NA 1.8795799 846.567614
## 42 7.813898 43.870843 6684.4612 NA NA 2.7857882 48.171735
## 43 8.512906 17.262215 2627.8827 NA NA 2.5933520 14.628112
## 44 7.094344 -23.576567 -4205.6319 NA NA -44.9660626 -43.633784
## 45 7.545074 NA NA NA NA -22.5928132 -131.960213
## 46 7.400615 42.835331 7816.2670 NA NA 4.1457976 81.766808
## 47 8.237348 NA NA NA NA 22.2835949 35.941428
## 48 NA NA NA NA NA 0.9905509 1.162028
## 49 8.764580 -39.305533 -4823.7465 NA NA 1.5717447 -7.998501
## 50 7.084506 -10.091257 -1871.3535 NA NA -5.5929307 -21.810297
## 51 8.473712 -9.279486 -1500.3830 NA NA -2.2163470 10.276220
## 52 7.287337 16.318307 3657.2599 NA NA 4.0569737 7.905455
## 53 8.334647 28.768817 3472.7808 26375.88 NA 2.2668094 274.399867
## 54 7.688266 35.785793 4908.2969 NA NA 3.0015053 45.188111
## 55 8.937224 -40.577344 -5884.8501 NA NA -7.3761768 -61.355040
## 56 7.532774 -16.968279 -3077.8925 NA NA -3.2626041 -31.250327
## 57 7.115526 -13.922160 -3354.1415 NA NA -3.2152458 -6.348176
## 58 7.177182 -22.799946 -4321.9475 NA NA -6.5309125 -62.643841
## 59 7.372141 17.610881 2897.1718 NA NA 2.6588976 4.101619
## 60 9.053602 NA NA NA NA 9.7903646 488.219227
## 61 6.937168 -17.519777 -3352.1092 NA NA -3.1144198 -32.540697
## 62 7.548112 12.808992 2579.9124 NA NA 2.4536235 10.200370
## 63 7.873792 -28.471171 -5800.1959 NA NA -30.5899005 -21.820700
## 64 8.070645 31.534701 3323.5950 NA NA 1.4960622 122.542673
## 65 NA NA NA NA NA 0.6620284 61.446172
## 66 7.667405 31.739172 5377.0854 NA NA 2.0529568 23.247924
## 67 NA NA NA NA NA 37.7457720 87.909405
## 68 8.642183 -26.492157 -3277.0682 NA NA -3.5618019 7.150624
## 69 NA NA NA NA NA -1.8526777 2.115135
## 70 6.873827 24.157500 2222.2731 NA NA 1.5422046 151.600314
## 71 NA NA NA NA NA -4.9715778 -43.661769
## 72 6.968614 -3.732316 -600.7129 NA NA -0.3830521 -5.012284
## 73 8.243473 7.858191 156.6856 NA NA 18.4907939 53.187849
## 74 7.640995 46.381466 4914.9433 NA NA 6.1619742 404.075452
## 75 8.065378 -40.768210 -6189.2647 NA NA -11.8460834 -13.917710
## 76 8.098258 -18.110936 -2812.9806 NA NA -1.4765618 -16.144480
## 77 7.775240 23.949293 4014.6142 23287.06 NA 11.4159067 44.309148
## 78 8.097868 93.864929 14312.4573 NA NA 11.1722174 108.347311
## 79 7.935987 -2.351094 -561.4391 NA NA -0.1120998 30.122316
## 80 8.610601 -1.456152 -1092.5594 NA NA 1.1215722 83.884744
## 81 8.377364 -12.060370 -2452.1705 NA NA -2.2982708 -22.498194
## 82 8.094001 29.088417 5546.7069 NA NA 3.8187215 60.106797
## 83 8.046123 48.043113 8486.5525 NA NA 7.2844649 80.502987
## 84 8.056566 -19.782266 -3404.0299 NA NA -4.2377916 -25.704413
## 85 7.818871 -36.860752 -6276.2788 NA NA -5.4273462 -61.845069
## 86 7.638205 -13.312812 -2111.8831 NA NA -2.5116317 -12.637766
## 87 7.311667 NA NA NA NA 3.9835576 2.156075
## 88 7.122076 -16.078811 -3692.1865 NA NA -5.7060760 -77.628447
## 89 6.717312 12.014319 2157.6878 NA NA 1.1212571 4.175012
## 90 8.611828 -67.587978 -7958.5588 NA NA -12.8474404 -188.926294
## 91 8.223186 61.006643 8724.8916 NA NA 13.0669557 173.633556
## 92 8.914699 -22.203707 -3083.1211 NA NA -11.3647092 -39.392885
## 93 7.980443 40.327023 7541.5281 NA NA 6.0486761 11.418495
## 94 7.030489 17.607095 3307.8067 NA NA 2.6680361 8.512272
## 95 6.975358 -14.157800 -2943.2669 NA NA -3.6352602 -6.007321
## 96 8.147968 38.922582 5520.0693 NA NA 2.0729228 160.277817
## 97 7.707809 -12.019035 -2652.8743 NA NA -3.6963547 -1.835258
## 98 8.106571 52.645706 6138.7943 55491.22 NA 2.6572699 84.425278
## 99 8.100779 -16.699409 -2764.4715 NA NA -9.7790314 -11.400715
## 100 6.937257 -11.385999 -2649.4924 NA NA -3.5844913 -43.146908
## d_ozone_2 d_pm25_2 state_name region arealand areawater npl_cnt
## 1 1412.7912 275.69598 NA 4 9705172 247718.31 0.000000000
## 2 -6126.9818 -1194.02764 NA 4 28056590 393582.83 0.000000000
## 3 -1882.2382 -321.03837 NA 4 55191000 337730.82 0.000000000
## 4 8363.9082 1560.80197 NA 4 72446218 768590.16 0.000000000
## 5 -6622.9999 -1074.63713 NA 4 50040991 367869.32 0.045454545
## 6 -3720.8510 -603.55075 NA 4 40037633 27830.31 0.000000000
## 7 1664.1217 307.71381 NA 4 61565730 9684688.54 0.028571429
## 8 8919.1509 1639.44463 NA 4 90542929 5454406.80 0.000000000
## 9 5627.3801 1112.53197 NA 4 73093152 1064866.65 0.000000000
## 10 -5627.6207 -1058.05120 NA 4 24437611 5765756.80 0.022222222
## 11 -7355.8743 -1256.31243 NA 4 11041032 58070.15 0.019480519
## 12 -3384.0428 -652.44374 NA 4 22605981 357239.59 0.000000000
## 13 -4691.6710 -889.47173 NA 4 9953214 74539.27 0.010638298
## 14 -4853.3678 -927.94003 NA 4 19712782 113522.63 0.000000000
## 15 -8023.2817 -1355.29350 NA 4 103741447 30185484.17 0.000000000
## 16 NA NA NA 4 18259670 29597977.11 0.000000000
## 17 2023.8269 383.94511 NA 4 61205150 480215.61 0.000000000
## 18 -3859.3651 -763.77852 NA 4 10942641 399422.35 0.000000000
## 19 -5567.3707 -1158.05598 NA 4 50446868 2018138.14 0.000000000
## 20 -5475.3532 -1022.56329 NA 4 56182579 1372616.38 0.000000000
## 21 2556.6407 456.73971 NA 4 31941424 11283297.29 0.000000000
## 22 -6187.3632 -1162.38009 NA 4 79543501 2145393.57 0.000000000
## 23 343.2925 71.52735 NA 4 15614148 132462.92 0.012987013
## 24 4003.8245 802.22877 NA 4 51695964 930300.91 0.021276596
## 25 -837.4091 -155.75899 NA 4 28594956 2698672.06 0.015625000
## 26 9598.2731 1916.24931 NA 4 8667309 78378.02 0.010256410
## 27 NA NA NA 4 45227721 45668265.87 0.000000000
## 28 NA NA NA 4 31017168 93766326.81 0.000000000
## 29 -4476.5123 -820.86207 NA 4 13265850 346779.90 0.000000000
## 30 -9617.6567 -1788.75372 NA 4 27318712 295964.04 0.000000000
## 31 10382.2872 2060.47422 NA 4 62063541 417449.38 0.000000000
## 32 8958.4183 1849.54677 NA 4 4849070 193160.93 0.000000000
## 33 10169.6682 1952.81060 NA 4 27852463 79027.81 0.000000000
## 34 3215.2821 584.02608 NA 4 4346296 48495.04 0.000000000
## 35 689.6062 129.34560 NA 4 42458569 239289.40 0.000000000
## 36 -1630.3906 -329.21562 NA 4 5325499 119233.55 0.023121387
## 37 -872.4392 -156.60694 NA 4 88218172 1329200.80 0.000000000
## 38 -2075.0431 -365.84585 NA 4 94523270 3132579.12 0.000000000
## 39 1890.2985 371.67512 NA 4 43057817 453239.12 0.062500000
## 40 9504.4834 1826.07701 NA 4 53142391 93645.31 0.000000000
## 41 6257.0133 1147.20753 NA 4 5728933 104180.57 0.000000000
## 42 8879.3636 1704.97188 NA 4 36754266 331863.08 0.000000000
## 43 3260.2272 653.52078 NA 4 25264115 268315.61 0.000000000
## 44 -8171.0675 -1344.17127 NA 4 29869038 50801.62 0.041666667
## 45 -7587.5981 -1347.88146 NA 4 13415068 76909.72 0.013888889
## 46 11155.0741 2069.00279 NA 4 48141543 986179.95 0.000000000
## 47 14529.8940 2821.84540 NA 4 40416017 158293.84 0.000000000
## 48 NA NA NA 4 264322562 365493493.83 0.000000000
## 49 -6096.9352 -1185.70080 NA 4 13278118 537423.62 0.017857143
## 50 -3208.9149 -580.48084 NA 4 48930129 375165.04 0.000000000
## 51 -1893.8139 -394.15708 NA 4 24396212 137658.19 0.000000000
## 52 4868.1102 921.52809 NA 4 174405280 861689.29 0.000000000
## 53 4221.5015 834.74241 NA 4 17854254 289872.68 0.000000000
## 54 6787.8277 1298.48307 NA 4 21992128 125538.32 0.000000000
## 55 -7610.6373 -1511.69317 NA 4 15324508 467293.00 0.000000000
## 56 -4837.4645 -851.39914 NA 4 36757340 450867.16 0.000000000
## 57 -5315.1500 -1000.27333 NA 4 47691305 378294.18 0.000000000
## 58 -7864.0550 -1288.82711 NA 4 72781108 302547.69 0.000000000
## 59 4338.0003 800.79181 NA 4 56292151 35552.86 0.000000000
## 60 4988.0378 975.92941 NA 4 2443328 105115.93 0.001801802
## 61 -6498.1933 -1048.69635 NA 4 40931456 116285.21 0.000000000
## 62 3067.7774 542.01835 NA 4 57865566 1178178.23 0.000000000
## 63 -6697.1092 -1252.35255 NA 4 31701357 363524.12 0.052631579
## 64 4371.2015 851.37853 NA 4 21534459 95043.48 0.000000000
## 65 NA NA NA 4 4148354 2949491.43 0.008333333
## 66 7236.1099 1383.15040 NA 4 63177177 1637540.14 0.000000000
## 67 NA NA NA 4 20556435 3864819.19 0.020833333
## 68 -4238.7095 -844.17852 NA 4 13728066 118333.24 0.000000000
## 69 NA NA NA 4 67041199 44851672.15 0.000000000
## 70 3479.5683 593.61949 NA 4 22600633 6220967.92 0.000000000
## 71 NA NA NA 4 70520162 5088548.94 0.000000000
## 72 -1039.1365 -180.70475 NA 4 53341640 17652458.08 0.000000000
## 73 90.9426 14.49219 NA 4 39082367 1200720.04 0.038461538
## 74 6847.3815 1286.11669 NA 4 17600209 85915.04 0.000000000
## 75 -8734.7907 -1654.64357 NA 4 51300526 163669.58 0.000000000
## 76 -3791.8971 -693.41967 NA 4 23560418 230245.31 0.000000000
## 77 4772.4339 889.46887 NA 4 29924065 378975.37 0.024390244
## 78 18175.1179 3600.08375 NA 4 27879951 57686.30 0.000000000
## 79 -831.7208 -143.43051 NA 4 21231595 267556.83 0.000000000
## 80 -1603.3524 -300.74232 NA 4 14092801 342931.88 0.010638298
## 81 -3265.9712 -626.86692 NA 4 28163005 90245.92 0.000000000
## 82 7336.9841 1466.96740 NA 4 54430165 109418.36 0.000000000
## 83 10032.1969 1930.90257 NA 4 30613706 142295.74 0.000000000
## 84 -4376.4992 -808.38870 NA 4 22247184 548755.46 0.000000000
## 85 -9187.2788 -1639.36547 NA 4 37514194 567236.87 0.000000000
## 86 -3240.1925 -578.82070 NA 4 23430269 175213.41 0.000000000
## 87 3713.3598 621.69114 NA 4 113900872 2701347.25 0.000000000
## 88 -6219.0757 -1083.50442 NA 4 39205660 204405.56 0.000000000
## 89 3618.1602 623.90660 NA 4 202420784 106914890.40 0.000000000
## 90 -9362.5210 -1870.17017 NA 4 15909268 174911.46 0.000000000
## 91 11081.3609 2164.50686 NA 4 19809334 1278306.94 0.000000000
## 92 -3800.9853 -779.20077 NA 4 4752042 127631.20 0.006593407
## 93 10088.0839 1950.18155 NA 4 74094196 2621338.93 0.000000000
## 94 5146.9329 926.95529 NA 4 59830414 13018813.33 0.000000000
## 95 -5828.4766 -952.20496 NA 4 26101949 75234.16 0.000000000
## 96 6811.2478 1354.87258 NA 4 19128510 131402.55 0.000000000
## 97 -4138.7287 -751.11986 NA 4 36872637 129479.87 0.000000000
## 98 7954.1711 1549.22281 NA 4 17309323 260594.36 0.000000000
## 99 -3990.1952 -737.88510 NA 4 30982004 258306.93 0.035714286
## 100 -5385.6333 -856.48143 NA 4 62277694 117273.92 0.000000000
## tsdf_cnt shape_length shape_area
## 1 0.10619469 16632.472 15255287
## 2 0.04166667 32339.270 43472594
## 3 0.00000000 47686.766 86083790
## 4 0.05263158 48568.005 109294568
## 5 0.09090909 50378.349 78033330
## 6 0.00000000 45198.050 61461012
## 7 0.02857143 44564.024 107704421
## 8 0.05000000 61154.495 147220913
## 9 0.06451613 50571.628 109751216
## 10 0.11111111 26881.791 44096242
## 11 0.16883117 19188.706 16829296
## 12 0.12068966 27128.920 34938538
## 13 0.12765957 15343.280 15120860
## 14 0.22580645 23384.365 30319498
## 15 0.00000000 73406.074 206828689
## 16 0.04166667 30488.246 71248256
## 17 0.00000000 48318.567 95389232
## 18 0.24210526 19163.296 17219368
## 19 0.05714286 41599.773 79732056
## 20 0.09523810 50631.563 86252274
## 21 0.00000000 37789.929 66391123
## 22 0.00000000 60531.914 122190903
## 23 0.10389610 22651.292 23713701
## 24 0.06382979 40543.603 77242900
## 25 0.04687500 28380.221 46878668
## 26 0.07692308 14382.874 13079212
## 27 0.00000000 64336.665 140467177
## 28 0.06250000 54538.082 189463000
## 29 0.11111111 20407.911 20734270
## 30 0.08000000 32458.768 42204499
## 31 0.02941176 48818.850 93187525
## 32 0.25490196 11840.642 7726971
## 33 0.04255319 28704.803 42671458
## 34 0.19341564 11063.320 6750868
## 35 0.13333333 40874.076 65509433
## 36 0.13872832 13072.568 8191518
## 37 0.00000000 64364.255 138657055
## 38 0.12500000 63864.260 147122814
## 39 0.21875000 36843.194 67132497
## 40 0.00000000 47917.445 80468939
## 41 0.25684932 11907.427 8948744
## 42 0.03921569 32279.681 57151700
## 43 0.03278689 29421.345 38483227
## 44 0.04166667 29469.504 45304974
## 45 0.15277778 21643.093 20319338
## 46 0.10526316 42400.040 75903271
## 47 0.00000000 31517.511 60633209
## 48 0.00000000 151760.736 950206957
## 49 0.12500000 19971.202 21050578
## 50 0.03846154 43113.570 74167011
## 51 0.09523810 29534.581 37114395
## 52 0.00000000 99962.269 261941044
## 53 0.21621622 22462.512 27419126
## 54 0.08510638 26119.300 33230534
## 55 0.16000000 22803.171 23870414
## 56 0.12903226 37512.136 56516678
## 57 0.00000000 42171.371 72066349
## 58 0.06250000 55825.639 111497894
## 59 0.00000000 48085.940 85902875
## 60 0.17837838 8468.602 3829650
## 61 0.07142857 44699.656 62867433
## 62 0.04545455 47457.842 88913635
## 63 0.05263158 31083.286 48260569
## 64 0.13846154 25404.856 33088916
## 65 0.24166667 12658.684 10397404
## 66 0.04545455 51636.378 100291031
## 67 0.08333333 23390.838 36225054
## 68 0.09333333 18513.247 21232346
## 69 0.07692308 57417.720 167753223
## 70 0.11538462 24384.921 44424126
## 71 0.03125000 51381.074 111633040
## 72 0.08333333 47811.228 109183126
## 73 0.03846154 31776.675 62288065
## 74 0.17708333 21208.881 26805215
## 75 0.00000000 47430.436 77398465
## 76 0.13953488 27449.779 36162186
## 77 0.02439024 26139.204 45271555
## 78 0.05681818 30367.812 41372113
## 79 0.15942029 27001.804 33248253
## 80 0.12765957 19003.383 21903895
## 81 0.09615385 28997.415 42619730
## 82 0.02222222 43645.134 81452028
## 83 0.11111111 28346.420 45765284
## 84 0.06521739 26219.210 34310976
## 85 0.06451613 39602.696 58901445
## 86 0.05084746 29707.953 36523192
## 87 0.08333333 64159.966 176258315
## 88 0.20000000 38617.028 59158429
## 89 0.00000000 99363.756 472064660
## 90 0.19417476 20752.713 24018825
## 91 0.06060606 23628.939 32586051
## 92 0.16263736 11247.369 7431963
## 93 0.00000000 55853.226 118641479
## 94 0.00000000 45613.673 111088118
## 95 0.06451613 35324.135 40313310
## 96 0.05333333 24325.845 29025849
## 97 0.07547170 36349.714 56948215
## 98 0.12727273 21296.158 26702991
## 99 0.03571429 32201.204 48024718
## 100 0.15384615 54798.255 95288563##Exploratory Data Analysis
#Lets look at the missingness
library(naniar)##
## Attaching package: 'naniar'## The following object is masked from 'package:skimr':
##
## n_completevis_miss(full.join)
#A lot of missingness for a few variables, but these aren't being used for our analysis, so we can drop them
full.join <- full.join %>%
dplyr::select(-contains("ptraf"))%>%
dplyr::select(-contains("pwdis"))%>%
dplyr::select(-state_name)
full.join## county num_tested per_tested num_high_lead per_highlead_h
## 1 ALAMANCE 1,951 50.1 36 0.02
## 2 ALEXANDER 516 71.6 3 0.60
## 3 ALLEGHANY 75 38.9 1 1.30
## 4 ANSON 204 39.3 5 2.50
## 5 ASHE 259 62.4 0 0.00
## 6 AVERY 176 64.7 3 1.70
## 7 BEAUFORT 675 76.2 5 0.70
## 8 BERTIE 266 76.0 3 1.10
## 9 BLADEN 472 67.8 6 1.30
## 10 BRUNSWICK 1,191 59.7 3 0.30
## 11 BUNCOMBE 2,951 60.5 19 0.60
## 12 BURKE 1,359 75.9 16 1.20
## 13 CABARRUS 2,546 49.9 21 0.80
## 14 CALDWELL 1,069 68.5 10 0.90
## 15 CAMDEN 106 56.7 1 0.90
## 16 CARTERET 691 64.7 7 1.00
## 17 CASWELL 268 63.5 4 1.50
## 18 CATAWBA 2,180 65.2 12 0.60
## 19 CHATHAM 650 49.5 3 0.50
## 20 CHEROKEE 292 61.0 1 0.30
## 21 CHOWAN 177 63.9 1 0.60
## 22 CLAY 96 55.8 0 0.00
## 23 CLEVELAND 1,647 74.0 14 0.90
## 24 COLUMBUS 778 68.0 10 1.30
## 25 CRAVEN 2,087 76.6 16 0.80
## 26 CUMBERLAND 3,248 29.8 47 1.40
## 27 CURRITUCK 165 31.7 1 0.60
## 28 DARE 307 46.4 1 0.30
## 29 DAVIDSON 2,634 75.0 32 1.20
## 30 DAVIE 516 67.3 7 1.40
## 31 DUPLIN 1,001 73.6 5 0.50
## 32 DURHAM 4,558 54.7 23 0.50
## 33 EDGECOMBE 852 69.6 8 0.90
## 34 FORSYTH 5,519 63.4 62 1.10
## 35 FRANKLIN 856 60.5 4 0.50
## 36 GASTON 2,071 40.5 15 0.70
## 37 GATES 102 52.6 1 1.00
## 38 GRAHAM 85 54.5 0 0.00
## 39 GRANVILLE 694 58.4 1 0.10
## 40 GREENE 308 74.9 3 1.00
## 41 GUILFORD 8,773 71.1 74 0.80
## 42 HALIFAX 866 76.6 17 2.00
## 43 HARNETT 1,833 49.1 26 1.40
## 44 HAYWOOD 780 67.4 4 0.50
## 45 HENDERSON 1,231 57.7 13 1.10
## 46 HERTFORD 341 74.1 6 1.80
## 47 HOKE 835 48.4 8 1.00
## 48 HYDE 45 65.2 1 2.20
## 49 IREDELL 2,039 54.4 14 0.70
## 50 JACKSON 492 66.7 3 0.60
## 51 JOHNSTON 2,469 53.5 11 0.40
## 52 JONES 137 70.6 0 0.00
## 53 LEE 1,050 67.7 12 1.10
## 54 LENOIR 992 80.0 17 1.70
## 55 LINCOLN 644 38.7 6 0.90
## 56 MACON 405 61.3 5 1.20
## 57 MADISON 260 65.3 3 1.20
## 58 MARTIN 396 80.0 5 1.30
## 59 MCDOWELL 570 65.1 7 1.20
## 60 MECKLENBURG 9,800 33.3 72 0.70
## 61 MITCHELL 86 30.3 0 0.00
## 62 MONTGOMERY 484 88.3 10 2.10
## 63 MOORE 1,747 76.7 13 0.70
## 64 NASH 1,651 76.6 25 1.50
## 65 NEW HANOVER 3,026 68.6 34 1.10
## 66 NORTHAMPTON 257 69.3 3 1.20
## 67 ONSLOW 4,811 60.3 42 0.90
## 68 ORANGE 1,169 50.5 6 0.50
## 69 PAMLICO 162 99.4 1 0.60
## 70 PASQUOTANK 742 78.4 10 1.30
## 71 PENDER 877 68.5 4 0.50
## 72 PERQUIMANS 177 72.2 3 1.70
## 73 PERSON 340 40.3 7 2.10
## 74 PITT 2,587 62.5 12 0.50
## 75 POLK 132 42.6 1 0.80
## 76 RANDOLPH 2,208 71.3 24 1.10
## 77 RICHMOND 893 79.1 18 2.00
## 78 ROBESON 2,514 72.2 20 0.80
## 79 ROCKINGHAM 1,058 59.7 17 1.60
## 80 ROWAN 2,035 64.0 24 1.20
## 81 RUTHERFORD 432 32.2 2 0.50
## 82 SAMPSON 1,352 81.2 14 1.00
## 83 SCOTLAND 671 74.7 10 1.50
## 84 STANLY 1,098 78.0 16 1.50
## 85 STOKES 478 59.8 7 1.50
## 86 SURRY 801 53.6 20 2.50
## 87 SWAIN 198 67.6 3 1.50
## 88 TRANSYLVANIA 365 68.9 3 0.80
## 89 TYRRELL 38 52.8 2 5.30
## 90 UNION 1,648 34.1 10 0.60
## 91 VANCE 606 52.9 4 0.70
## 92 WAKE 12,820 50.7 98 0.80
## 93 WARREN 229 68.4 4 1.70
## 94 WASHINGTON 161 61.2 1 0.60
## 95 WATAUGA 581 77.3 6 1.00
## 96 WAYNE 2,082 64.1 12 0.60
## 97 WILKES 941 70.0 7 0.70
## 98 WILSON 1,488 77.7 21 1.40
## 99 YADKIN 424 56.2 4 0.90
## 100 YANCEY 171 48.4 2 1.20
## num_tested_older fips bf_acreage objectid id acstotpop
## 1 2120 37001 347.220 143210.0 370010210849 1421.0265
## 2 569 37003 0.000 143278.5 370030404211 1546.6250
## 3 94 37005 0.000 143296.0 370059501911 997.5455
## 4 282 37007 20.120 143311.0 370079203792 1331.8947
## 5 306 37009 0.000 143331.5 370099705093 1217.5455
## 6 190 37011 5.710 143350.5 370119302633 1093.8125
## 7 741 37013 191.180 143376.0 370139305119 1349.8000
## 8 314 37015 NA 143403.5 370159602653 982.2000
## 9 516 37017 NA 143429.0 370179503874 1089.6129
## 10 1345 37019 268.390 143489.5 370190311557 1409.5556
## 11 3359 37021 756.890 143611.5 370210021244 1652.4286
## 12 1453 37023 209.040 143717.5 370230207959 1546.7586
## 13 2820 37025 172.830 143793.5 370250416577 2143.0638
## 14 1208 37027 112.610 143871.5 370270307780 1319.0161
## 15 110 37029 NA 143905.5 370299501018 1741.1667
## 16 732 37031 18.843 143944.5 370319712691 957.2222
## 17 311 37033 NA 143989.5 370339303502 1263.6667
## 18 2382 37035 171.218 144046.0 370350109627 1649.7789
## 19 732 37037 516.627 144111.0 370370204075 1994.0286
## 20 324 37039 0.000 144139.0 370399303768 1317.5238
## 21 190 37041 90.980 144156.5 370419301439 1014.6429
## 22 109 37043 NA 144167.0 370439501431 1544.7143
## 23 2007 37045 187.670 144209.0 370459508295 1261.8052
## 24 950 37047 NA 144271.0 370479307747 1197.7234
## 25 2335 37049 92.500 144326.5 370499606981 1610.6562
## 26 3640 37051 258.110 144456.0 370510124581 1703.1077
## 27 177 37053 5.200 144561.0 370531689347 1719.7333
## 28 319 37055 NA 144584.5 370559716072 1116.9062
## 29 2753 37057 37.950 144654.5 370570611163 1524.6667
## 30 544 37059 17.900 144721.0 370590803882 1679.6400
## 31 1331 37061 140.220 144750.5 370610904745 1737.1176
## 32 5104 37063 602.340 144844.0 370630079165 2002.9869
## 33 1004 37065 47.680 144944.0 370650208556 1134.7234
## 34 5922 37067 1176.624 145089.0 370670028099 1529.1070
## 35 951 37069 28.750 145225.5 370690604511 2163.4000
## 36 2314 37071 435.010 145327.0 370710318228 1251.9364
## 37 115 37073 NA 145418.5 370739701902 1156.3000
## 38 96 37075 37.470 145427.5 370759202252 1069.6250
## 39 773 37077 32.980 145447.5 370779704545 1839.8125
## 40 364 37079 NA 145470.0 370799501855 1616.0000
## 41 9349 37081 647.893 145622.5 370810172130 1793.0890
## 42 907 37083 357.970 145794.0 370839306181 1014.4510
## 43 2204 37085 56.210 145850.0 370850708508 2137.0656
## 44 821 37087 40.430 145904.5 370879219090 1259.0208
## 45 1428 37089 293.983 145964.5 370899317175 1578.1250
## 46 359 37091 NA 146010.0 370919502535 1271.2105
## 47 931 37093 NA 146032.0 370939706096 2129.5600
## 48 55 37095 NA 146047.5 370959434502 898.8333
## 49 2225 37097 128.300 146106.5 370970610202 1540.4018
## 50 543 37099 NA 146175.5 370999493464 1625.2308
## 51 2781 37101 75.030 146230.5 371010408370 2275.8571
## 52 151 37103 NA 146276.0 371039202145 1385.0000
## 53 1189 37105 60.830 146298.0 371050304233 1625.0000
## 54 1254 37107 56.240 146340.0 371070108067 1217.5957
## 55 774 37109 95.876 146388.5 371090706750 1628.8200
## 56 465 37111 15.290 146429.0 371119705425 1455.1290
## 57 287 37113 2.050 146458.5 371139704221 1228.9286
## 58 594 37115 31.570 146480.5 371150104565 1337.8125
## 59 626 37117 147.500 146499.0 371179703478 1097.8095
## 60 11419 37119 9324.310 146787.0 371190095454 1899.6649
## 61 114 37121 NA 147071.5 371219502502 1074.2857
## 62 521 37123 3.550 147089.5 371239602824 1242.6364
## 63 1914 37125 59.430 147129.0 371259506046 1677.7018
## 64 1892 37127 382.280 147190.0 371270107872 1446.2000
## 65 3429 37129 1594.160 147282.5 371290277119 1868.5917
## 66 277 37131 7.100 147353.5 371319202461 917.5455
## 67 5526 37133 NA 147412.5 371330115437 2019.9167
## 68 1283 37135 137.170 147498.0 371350112661 1905.8400
## 69 178 37137 NA 147542.0 371379532247 980.1538
## 70 800 37139 NA 147561.5 371399604432 1518.4231
## 71 999 37141 407.250 147590.5 371419224926 1844.3750
## 72 196 37143 NA 147612.5 371439201510 1121.5833
## 73 428 37145 25.690 147631.5 371459203659 1511.7308
## 74 2814 37147 82.480 147692.5 371470010013 1847.6250
## 75 185 37149 50.980 147746.5 371499201939 1704.8333
## 76 2429 37151 106.270 147795.5 371510309193 1662.3023
## 77 1000 37153 10.000 147859.0 371539706076 1102.1707
## 78 2813 37155 605.140 147923.5 371559610364 1516.3864
## 79 1166 37157 NA 148002.0 371570408473 1322.7536
## 80 2236 37159 734.120 148083.5 371590511557 1485.1596
## 81 659 37161 166.200 148156.5 371619606697 1279.4615
## 82 1615 37163 36.910 148205.0 371639705205 1412.4667
## 83 736 37165 1183.260 148241.0 371650103414 1306.0000
## 84 1183 37167 18.930 148277.5 371679307617 1328.5652
## 85 507 37169 6.240 148316.0 371690704139 1480.8065
## 86 887 37171 166.710 148361.0 371719306591 1222.0169
## 87 223 37173 20.500 148396.5 371739568841 1187.8333
## 88 402 37175 1293.630 148415.0 371759603526 1340.5200
## 89 46 37177 NA 148430.0 371779601002 823.8000
## 90 2209 37179 259.295 148484.0 371790205833 2200.9126
## 91 714 37181 38.940 148552.0 371819605639 1347.9394
## 92 13995 37183 1346.050 148796.0 371830572273 2300.1275
## 93 260 37185 NA 149031.0 371859502142 1335.5333
## 94 218 37187 24.000 149046.0 371879501670 810.4000
## 95 641 37189 38.880 149069.0 371899205460 1745.7097
## 96 2475 37191 94.460 149122.0 371910008519 1653.3600
## 97 977 37193 28.350 149186.0 371939606553 1291.6981
## 98 1560 37195 48.380 149240.0 371950008696 1478.8364
## 99 470 37197 NA 149281.5 371970503224 1345.1786
## 100 205 37199 79.670 149302.0 371999602314 1359.0000
## acsipovbas acseducbas acstothh acstothu minorpop minorpct lowincome
## 1 1381.9292 956.0265 566.8938 617.2478 503.21239 0.36638784 549.8673
## 2 1489.5000 1113.5833 571.7500 683.2917 203.08333 0.13480558 582.7917
## 3 986.3636 749.3636 431.4545 741.8182 129.54545 0.12637604 481.3636
## 4 1235.2105 952.2105 500.8421 610.2105 737.78947 0.55959010 581.5263
## 5 1202.3182 919.6364 536.5909 802.2273 90.27273 0.07734615 455.0455
## 6 889.4375 820.2500 411.6875 885.3750 137.68750 0.09512622 402.4375
## 7 1334.8857 963.2000 552.1429 740.8571 461.40000 0.38511595 572.0000
## 8 916.1000 726.7500 398.8000 492.0500 645.45000 0.59923326 458.7500
## 9 1073.8710 779.0000 450.5806 576.6774 493.93548 0.45789805 556.0645
## 10 1397.6333 1101.2000 602.5111 966.3111 257.18889 0.14800353 435.1333
## 11 1610.6039 1208.5195 695.4091 789.5519 270.78571 0.16561525 542.2013
## 12 1500.0000 1108.1724 597.7931 708.4828 283.50000 0.16181111 630.1552
## 13 2123.5319 1415.4787 769.1383 830.7766 710.84043 0.33755975 597.0532
## 14 1299.3710 947.6774 525.7097 612.0968 163.98387 0.13623437 536.4839
## 15 1741.1667 1209.8333 639.3333 704.6667 341.16667 0.16031274 497.8333
## 16 938.3194 721.5972 412.3611 693.2083 130.50000 0.12501450 283.9583
## 17 1212.7778 926.2222 506.1111 598.7778 490.72222 0.38997361 467.7222
## 18 1620.6842 1138.6105 643.1474 723.0842 398.57895 0.23764023 584.0211
## 19 1970.6571 1458.8857 815.0571 901.5714 567.68571 0.26847936 578.9429
## 20 1299.6667 1011.0000 566.4286 862.0952 115.09524 0.07971821 534.5714
## 21 991.0714 750.3571 427.4286 521.5000 407.85714 0.32891504 431.2143
## 22 1540.7143 1185.4286 723.1429 1044.1429 97.14286 0.05476915 673.8571
## 23 1237.1688 863.0909 478.9870 565.9610 340.15584 0.28879995 562.4156
## 24 1131.8723 837.7872 474.5957 558.5106 487.14894 0.39639378 544.1489
## 25 1527.4375 1054.0000 638.6094 732.9844 548.75000 0.37025334 535.5312
## 26 1622.6923 1050.3641 638.0410 747.8923 953.65128 0.56149506 676.5846
## 27 1707.4667 1218.5333 676.5333 1037.1333 220.26667 0.10272042 473.8667
## 28 1110.5312 832.8125 482.5312 1078.5938 138.96875 0.08847438 323.4688
## 29 1501.8148 1066.8796 606.2130 688.0648 297.37037 0.21677356 574.2407
## 30 1666.8400 1196.3200 639.9600 743.2800 257.16000 0.15259076 505.0400
## 31 1717.1176 1174.5882 640.6176 761.0588 838.00000 0.47423996 911.8824
## 32 1914.5490 1369.0000 806.8235 872.0850 1157.01307 0.55135742 634.9935
## 33 1117.7872 778.2979 454.7021 530.7447 722.08511 0.65018190 569.2553
## 34 1486.3169 1022.5185 603.6420 672.3539 657.32099 0.43480323 554.8148
## 35 2109.0667 1493.8000 824.9667 933.7333 788.60000 0.41599298 757.2000
## 36 1234.0000 862.4740 471.0636 530.5145 337.69364 0.29255741 468.1503
## 37 1149.0000 834.5000 447.7000 533.6000 427.50000 0.37502417 345.2000
## 38 1053.0000 755.2500 411.0000 752.1250 141.12500 0.13159889 507.2500
## 39 1752.8438 1293.0625 657.1875 752.1562 769.37500 0.44902076 585.7812
## 40 1433.4615 1149.3846 558.3846 639.6923 857.30769 0.50874970 696.4615
## 41 1734.3836 1194.0342 694.2842 776.5171 880.81849 0.50324802 636.1678
## 42 986.4902 713.5490 414.0392 508.2157 623.52941 0.61896109 514.8431
## 43 2078.4098 1372.9672 739.1148 839.8361 816.90164 0.38726791 826.8197
## 44 1242.8333 941.1458 548.6667 737.4583 89.58333 0.06974944 417.1250
## 45 1558.7500 1169.4306 670.5694 790.8194 264.83333 0.17175784 485.0972
## 46 1154.3158 880.5789 468.3684 559.5789 846.05263 0.67658559 552.7368
## 47 2062.1600 1364.0000 708.8800 828.3600 1270.96000 0.59910684 894.6000
## 48 793.5000 642.6667 294.8333 541.5000 369.16667 0.26815016 344.1667
## 49 1524.8839 1053.8482 582.5536 650.3036 365.90179 0.24765476 452.4196
## 50 1478.5385 1037.6538 640.0769 1041.2692 309.76923 0.17013023 603.6923
## 51 2252.4405 1505.4167 799.4524 877.2024 722.50000 0.33985099 790.8690
## 52 1379.2857 1038.7143 591.0000 708.2857 522.00000 0.35035799 711.2857
## 53 1598.8378 1087.7027 587.6757 661.1622 681.72973 0.43721250 654.8378
## 54 1190.5957 847.1277 491.9362 586.1702 615.59574 0.55905630 572.2128
## 55 1612.0200 1157.9400 640.4400 704.5400 243.36000 0.15357922 564.7800
## 56 1420.5484 1051.3226 579.3871 687.0000 182.16129 0.13220938 604.5806
## 57 1219.2857 924.0000 560.6786 912.7500 131.57143 0.10542701 453.8929
## 58 1271.0625 953.5000 528.2500 680.7500 79.06250 0.05580211 489.9375
## 59 1088.7619 788.9524 451.0000 552.7619 526.23810 0.52007524 463.4286
## 60 1872.1045 1269.1874 727.1099 785.2162 1001.04685 0.50884357 553.1171
## 61 1043.8571 795.4286 454.3571 629.4286 81.64286 0.07417470 367.3571
## 62 1193.0909 863.3182 473.2273 737.9545 456.45455 0.35259915 526.7727
## 63 1657.1228 1212.9123 683.5965 818.2105 382.59649 0.24504187 482.3333
## 64 1415.4923 994.6615 564.9231 659.6308 717.64615 0.51998861 506.5538
## 65 1811.1083 1272.2250 780.3000 910.3667 428.13333 0.23430134 627.8333
## 66 876.8182 683.1364 392.1818 530.4545 562.77273 0.58645946 420.3182
## 67 1806.2708 1074.7917 667.3438 817.7188 678.06250 0.33634818 716.0208
## 68 1757.1867 1185.9067 700.3867 766.6933 584.18667 0.30402591 507.9200
## 69 923.6154 764.9231 411.6923 593.9231 252.61538 0.25052233 365.2308
## 70 1424.8077 1031.3077 568.4615 658.0000 685.80769 0.46773913 537.5769
## 71 1804.7500 1299.9375 680.1875 893.7812 465.06250 0.24093321 569.4688
## 72 1107.8333 842.8333 493.2500 594.6667 312.91667 0.24381010 423.6667
## 73 1489.3077 1074.0000 605.5385 708.7692 508.34615 0.35292864 557.1154
## 74 1776.1458 1113.4271 720.5104 818.3646 837.21875 0.45184130 775.5521
## 75 1679.0833 1316.9167 753.9167 972.8333 242.91667 0.13838409 547.0000
## 76 1641.6395 1146.8605 651.6395 722.6395 343.16279 0.20997913 655.4651
## 77 1064.3415 745.6098 452.3415 521.4634 470.43902 0.41900496 522.1220
## 78 1475.2386 973.3864 522.3750 603.0114 1129.88636 0.73012599 808.3068
## 79 1301.7246 948.7536 539.1449 637.3478 363.60870 0.26714038 528.5652
## 80 1440.2979 1019.7447 556.3936 652.4362 410.07447 0.28923702 552.0213
## 81 1255.8846 912.0000 506.6346 659.1346 211.90385 0.17218671 530.8269
## 82 1392.7556 944.8222 523.0444 613.5556 688.71111 0.50048924 668.5778
## 83 1208.3333 876.8148 485.6667 566.4815 736.51852 0.57434103 626.5185
## 84 1286.3261 927.2826 515.5870 600.8261 254.45652 0.20703864 472.6522
## 85 1462.8710 1083.9355 622.6452 715.6774 129.74194 0.09390145 493.3226
## 86 1204.6780 858.9322 491.2712 576.7797 192.89831 0.15398007 512.8475
## 87 1171.7500 821.4167 453.5833 745.9167 448.83333 0.29115646 559.7500
## 88 1298.7600 1014.6000 564.9200 782.4000 129.96000 0.08474291 501.1600
## 89 685.0000 660.8000 326.2000 445.8000 384.40000 0.38438057 352.2000
## 90 2173.0485 1398.4078 729.7573 773.2427 603.22330 0.27861942 518.3592
## 91 1324.2424 907.1212 510.7273 609.6061 808.51515 0.66034214 661.1212
## 92 2251.0352 1527.2132 858.2374 926.2110 912.88132 0.37327769 527.2527
## 93 1271.8667 961.1333 518.6667 796.5333 823.80000 0.57548578 581.4667
## 94 797.0000 559.0667 338.2000 430.5333 450.13333 0.49759896 385.0000
## 95 1560.2903 999.4839 656.6129 1081.2903 141.67742 0.08092238 685.9032
## 96 1608.5867 1094.7333 642.0400 720.9867 764.82667 0.48479155 722.3067
## 97 1271.4906 925.7925 535.0000 631.6981 160.75472 0.12670923 549.6226
## 98 1450.4364 1004.5818 584.1455 654.6364 780.90909 0.57064458 632.2545
## 99 1332.5000 951.1786 551.7143 621.4643 209.21429 0.15066664 556.3214
## 100 1346.8462 1009.1538 569.3846 862.3846 100.53846 0.07497696 610.1538
## lowincpct lesshs lesshspct under5 under5pct over64 over64pct
## 1 0.4174402 138.30973 0.16106337 82.71681 0.05534797 232.8053 0.1771052
## 2 0.3879962 205.16667 0.19521105 75.91667 0.05013226 295.3750 0.1978350
## 3 0.4884076 175.09091 0.23365562 40.09091 0.04003484 254.7273 0.2567598
## 4 0.4721476 185.36842 0.19164984 62.94737 0.04794065 228.5789 0.1856193
## 5 0.3879327 144.86364 0.16137970 53.36364 0.04277098 292.1364 0.2449194
## 6 0.4580288 145.31250 0.15824990 40.18750 0.03719168 231.2500 0.2414349
## 7 0.4676535 119.65714 0.13187570 65.48571 0.04784239 308.8000 0.2338142
## 8 0.4699756 154.75000 0.18105236 42.20000 0.04088192 206.2500 0.2105177
## 9 0.5282522 154.77419 0.19129775 57.90323 0.05804781 217.8065 0.2077864
## 10 0.2979744 105.81111 0.09390192 58.94444 0.03692417 413.1333 0.3172753
## 11 0.3552642 109.04545 0.09264570 83.55844 0.05113294 313.5844 0.1882356
## 12 0.4088125 211.34483 0.19905904 73.68966 0.04662198 296.4828 0.2045420
## 13 0.3273445 141.51064 0.12475242 137.61702 0.06447769 273.9255 0.1423851
## 14 0.4369692 192.14516 0.20592006 66.72581 0.05082282 249.4516 0.1942544
## 15 0.2440306 173.66667 0.12930086 82.00000 0.03515260 297.0000 0.1499563
## 16 0.2754435 63.93056 0.08136868 41.16667 0.03641695 225.5139 0.2491433
## 17 0.3974021 190.22222 0.20542034 58.77778 0.04116708 255.0000 0.2043939
## 18 0.3637524 168.67368 0.15466219 93.47368 0.05579495 281.4632 0.1737724
## 19 0.3080175 172.17143 0.13077810 98.65714 0.04966536 465.8857 0.2216028
## 20 0.4130994 138.66667 0.14873041 53.76190 0.03644420 372.2381 0.2927199
## 21 0.3595807 120.14286 0.13844495 47.42857 0.03680705 237.2857 0.2037117
## 22 0.4301222 136.85714 0.12365401 57.28571 0.04092866 453.1429 0.2840903
## 23 0.4598837 138.31169 0.16966641 69.98701 0.05510341 226.2078 0.1892872
## 24 0.4751125 154.51064 0.17251402 59.97872 0.04705761 229.6170 0.2052754
## 25 0.3790846 124.32812 0.13466670 104.43750 0.06345879 289.7344 0.1856566
## 26 0.4321061 97.44103 0.10091263 130.36923 0.07146213 191.2821 0.1234708
## 27 0.2669347 132.00000 0.09136921 93.33333 0.04177162 266.4000 0.1572178
## 28 0.2152911 56.03125 0.05064283 52.40625 0.03357815 224.4062 0.1591291
## 29 0.4134189 176.68519 0.18121879 83.22222 0.05200953 267.2130 0.1801980
## 30 0.2957047 159.16000 0.13818610 79.24000 0.04207496 332.5200 0.2021550
## 31 0.5152684 303.44118 0.25129382 109.44118 0.06085651 300.8529 0.1803315
## 32 0.3464626 158.88889 0.13382685 134.18954 0.06250197 242.1961 0.1355834
## 33 0.5205601 158.25532 0.20412254 66.85106 0.05850100 208.2766 0.1971776
## 34 0.3857062 114.95885 0.12358054 93.57613 0.05999410 232.6420 0.1587560
## 35 0.3926509 237.13333 0.17316196 121.16667 0.05503708 347.2333 0.1769237
## 36 0.4083612 131.69364 0.16806135 74.67052 0.05784186 195.1272 0.1653679
## 37 0.3064562 114.50000 0.13856905 47.60000 0.03636652 221.3000 0.2040917
## 38 0.5102192 143.87500 0.20654299 44.62500 0.04369245 248.7500 0.2319127
## 39 0.3574983 203.81250 0.17857174 90.59375 0.04478424 297.4688 0.1792519
## 40 0.4430114 297.69231 0.25728639 82.15385 0.04960535 245.7692 0.1483293
## 41 0.4118908 129.90411 0.12543561 106.83562 0.06099475 259.3836 0.1476139
## 42 0.5291127 160.84314 0.23226848 53.37255 0.04872362 198.0980 0.2124153
## 43 0.4079665 187.45902 0.14666013 160.75410 0.06782200 252.6885 0.1390586
## 44 0.3501710 112.14583 0.12502418 59.64583 0.04432084 303.0833 0.2356631
## 45 0.3301508 118.69444 0.10951766 76.79167 0.04756194 395.8889 0.2535953
## 46 0.4943198 183.00000 0.21197049 58.42105 0.04714758 238.5263 0.1945493
## 47 0.4519992 190.76000 0.15621910 186.16000 0.07442228 192.7600 0.1116875
## 48 0.3094445 118.16667 0.12494005 46.66667 0.03172541 147.8333 0.1205571
## 49 0.3213845 116.20536 0.12328063 85.83036 0.05558499 234.3661 0.1568829
## 50 0.4158219 120.80769 0.11329549 75.00000 0.04741464 306.7692 0.2006694
## 51 0.4130195 206.82143 0.16867690 146.63095 0.06400544 289.3571 0.1462530
## 52 0.5212350 191.00000 0.18566867 61.85714 0.04480687 293.2857 0.2049262
## 53 0.4262892 180.08108 0.18384519 104.89189 0.06509165 256.7027 0.1586252
## 54 0.5143607 165.95745 0.21593098 69.74468 0.05918334 233.1064 0.1924665
## 55 0.3792087 167.14000 0.15292776 82.28000 0.05396395 275.2200 0.1702729
## 56 0.4300900 170.41935 0.16820049 63.61290 0.03928795 283.7097 0.2056833
## 57 0.3840277 104.92857 0.11932434 60.10714 0.04991263 344.7500 0.2819852
## 58 0.3966755 139.31250 0.15180438 59.75000 0.04371874 280.3750 0.2184594
## 59 0.4439387 131.76190 0.16717262 58.71429 0.05121487 239.5238 0.2352747
## 60 0.3028222 125.91171 0.10285855 128.72072 0.06522193 202.1928 0.1133439
## 61 0.3517350 122.92857 0.17358753 47.78571 0.03800812 257.7857 0.2524531
## 62 0.4545660 178.77273 0.20578410 68.77273 0.04861627 238.9545 0.2055715
## 63 0.3225237 116.36842 0.11253872 94.08772 0.05588676 398.2105 0.2316239
## 64 0.3901742 145.21538 0.16136440 81.32308 0.05293687 250.6769 0.1859334
## 65 0.3617816 89.73333 0.07403077 94.28333 0.04764066 311.8917 0.1643263
## 66 0.4662727 140.36364 0.19343314 42.09091 0.04624607 222.7727 0.2596166
## 67 0.3990539 94.21875 0.09443355 182.72917 0.08478579 174.9688 0.1040546
## 68 0.3056277 86.37333 0.07371168 87.90667 0.04260098 244.8533 0.1307914
## 69 0.3808610 91.69231 0.11334706 35.61538 0.03404130 275.6154 0.2586799
## 70 0.4061748 139.42308 0.14148143 95.61538 0.07014012 244.8846 0.1725477
## 71 0.3090140 162.15625 0.12100185 104.65625 0.04728447 323.0938 0.1809942
## 72 0.3265051 113.41667 0.11926838 51.00000 0.04028613 298.5833 0.1937675
## 73 0.3897150 146.65385 0.15027934 79.19231 0.05030882 277.9615 0.2040040
## 74 0.4590553 117.94792 0.11242899 108.76042 0.05492115 228.5312 0.1349315
## 75 0.3180246 119.41667 0.08926729 56.50000 0.03136032 501.3333 0.3053656
## 76 0.4104823 213.19767 0.19328012 94.16279 0.05679491 281.5465 0.1738452
## 77 0.5046213 147.19512 0.19642232 67.78049 0.06309203 187.6098 0.1703379
## 78 0.5562222 223.26136 0.23339339 102.69318 0.06975701 215.3977 0.1465583
## 79 0.4101226 165.13043 0.17479987 68.18841 0.04927362 256.6377 0.2021050
## 80 0.3882254 150.19149 0.15112388 83.77660 0.05400757 249.5319 0.1753235
## 81 0.4278625 158.55769 0.17539240 65.25000 0.04654670 264.5192 0.2189072
## 82 0.4881783 210.93333 0.21708758 90.91111 0.06240875 241.4667 0.1768444
## 83 0.5494986 176.70370 0.19973572 81.55556 0.06262461 220.7407 0.1778456
## 84 0.3902536 138.23913 0.15191692 74.76087 0.05447396 244.3913 0.1884201
## 85 0.3482443 178.35484 0.17394059 66.16129 0.04351066 293.4839 0.2079573
## 86 0.4217325 186.35593 0.21400064 62.88136 0.05045109 240.4915 0.2018956
## 87 0.4205642 178.41667 0.20406917 74.83333 0.04973617 227.5833 0.1929271
## 88 0.3971499 116.00000 0.11777856 56.40000 0.04337018 389.0000 0.2880976
## 89 0.4084500 161.80000 0.20181076 23.40000 0.02435449 175.2000 0.1794784
## 90 0.2668766 142.47573 0.11648696 129.07767 0.05687711 264.7476 0.1287587
## 91 0.5370607 181.75758 0.21836497 83.75758 0.07088052 234.7273 0.1739225
## 92 0.2515221 110.94725 0.07780403 145.90989 0.05845153 250.2242 0.1242591
## 93 0.4378546 187.53333 0.18868625 57.13333 0.04445049 315.7333 0.2488037
## 94 0.4404899 112.20000 0.18006760 42.40000 0.04705728 184.9333 0.2228574
## 95 0.4140439 104.61290 0.09945259 57.67742 0.03805517 264.5161 0.1773820
## 96 0.4656346 174.01333 0.17173443 111.17333 0.06342114 257.6267 0.1637939
## 97 0.4335968 198.52830 0.21727845 64.24528 0.04622024 264.2830 0.2089182
## 98 0.4934099 197.81818 0.22799302 87.72727 0.05433693 251.0727 0.1758329
## 99 0.4282694 180.42857 0.18439632 70.71429 0.05350090 257.4286 0.1938092
## 100 0.4525804 159.69231 0.15618317 63.53846 0.04504534 336.8462 0.2496380
## pre1960 pre1960pct vuleopct vuleo dispeo dslpm cancer
## 1 149.39823 0.26917124 0.3919140 535.9212 32.591983 0.31652977 34.59308
## 2 98.83333 0.15204557 0.2614009 405.8671 -141.949213 0.17280304 30.84475
## 3 111.36364 0.14555685 0.3073918 308.8310 -44.500683 0.09937925 21.84325
## 4 162.52632 0.27776011 0.5158688 670.7667 199.008126 0.17955891 35.18457
## 5 138.45455 0.18089747 0.2326394 276.5605 -154.695441 0.09294807 20.98061
## 6 132.43750 0.20044189 0.2765775 300.3192 -87.110398 0.09034049 20.49582
## 7 140.51429 0.21691664 0.4263847 519.7859 41.685262 0.15565777 26.63451
## 8 114.80000 0.23759821 0.5346044 572.3331 224.436740 0.13397961 26.28007
## 9 86.12903 0.16127426 0.4930751 530.2882 144.346120 0.14271858 29.93067
## 10 32.61111 0.04079631 0.2229890 348.2231 -151.043062 NA NA
## 11 182.86364 0.25920849 0.2604397 414.2111 -171.080960 0.25221749 27.28900
## 12 157.81034 0.22869348 0.2853118 468.8633 -79.000322 0.22037398 32.32983
## 13 148.53191 0.24402483 0.3324521 657.2000 -101.875670 0.43115183 38.02914
## 14 141.27419 0.25445192 0.2866018 354.1364 -113.060554 0.20561481 31.33500
## 15 118.00000 0.15064087 0.2021717 419.5000 -197.223193 0.15473071 23.80679
## 16 88.25000 0.14579878 0.2002290 209.5189 -129.530331 NA NA
## 17 143.33333 0.22032932 0.3936879 495.2352 47.643057 0.17573368 30.89038
## 18 132.84211 0.20538870 0.3006963 497.5845 -86.769046 0.27514719 35.77856
## 19 110.14286 0.14734296 0.2882484 576.4735 -129.813681 0.21132811 33.67628
## 20 98.76190 0.12519774 0.2464088 329.2558 -137.412566 0.11272115 25.91320
## 21 135.00000 0.20327347 0.3442479 424.2037 64.816078 0.14649305 24.60909
## 22 128.42857 0.12577411 0.2424457 386.4494 -160.690102 0.09703504 24.81827
## 23 116.22078 0.21392041 0.3743418 454.6878 7.754956 0.27300703 36.16066
## 24 116.02128 0.21920903 0.4357531 530.8153 106.580370 0.14971195 30.14047
## 25 107.82812 0.19839682 0.3746689 547.6264 -22.869893 0.15709208 28.68126
## 26 75.18462 0.12772951 0.4968006 828.0457 224.803074 NA NA
## 27 72.06667 0.07546156 0.1848275 349.8125 -259.318962 NA NA
## 28 87.46875 0.06585532 0.1518827 232.1986 -163.410813 NA NA
## 29 125.62963 0.20380424 0.3150962 442.1939 -97.844722 0.30975191 35.46591
## 30 133.28000 0.19491758 0.2241477 382.7131 -212.217265 0.26214080 33.62059
## 31 148.17647 0.19559573 0.4947542 880.0032 264.714198 0.15359399 29.10694
## 32 142.73203 0.21464011 0.4489100 915.7598 206.299586 0.42433954 39.47396
## 33 141.44681 0.28564615 0.5853710 649.2844 247.364121 0.21027140 29.79396
## 34 138.97119 0.23743353 0.4102547 611.1772 69.565758 0.32319878 35.65933
## 35 122.73333 0.14287362 0.4043219 783.4805 17.201756 0.19755063 32.25461
## 36 118.75723 0.25656432 0.3504593 407.1872 -36.250065 0.37583540 39.66390
## 37 121.70000 0.24954233 0.3407402 387.6701 -21.892642 0.15082953 26.09084
## 38 98.62500 0.15145431 0.3209090 328.2875 -50.574856 0.08549048 22.75260
## 39 123.90625 0.22249930 0.4032595 696.1428 44.479119 0.22703138 34.50889
## 40 117.38462 0.17642192 0.4758806 804.7418 232.352740 0.15781048 28.32582
## 41 144.51712 0.25187886 0.4575694 772.4190 137.304832 NA NA
## 42 141.98039 0.32554635 0.5740369 577.5869 218.267264 0.22280477 31.13998
## 43 119.26230 0.16789414 0.3976172 834.1685 77.217501 0.21282488 34.21505
## 44 170.29167 0.27994441 0.2099602 256.1733 -189.773316 0.13080635 22.33353
## 45 111.01389 0.14655408 0.2509543 379.2198 -179.753889 NA NA
## 46 124.47368 0.24906385 0.5854527 730.2465 279.982308 0.15574047 27.98550
## 47 64.80000 0.10680578 0.5255530 1096.9498 342.657287 NA NA
## 48 72.33333 0.08205631 0.2887973 385.0393 66.671538 NA NA
## 49 96.66964 0.17699338 0.2845196 412.0953 -133.516704 0.33445751 35.22766
## 50 121.57692 0.12965477 0.2929761 494.0606 -81.597925 0.10358560 22.44427
## 51 115.14286 0.17331659 0.3764352 761.6580 -44.453147 0.26336824 32.23070
## 52 154.00000 0.22027435 0.4357965 618.1292 127.560687 0.12913767 28.38102
## 53 113.48649 0.19075968 0.4317508 675.1211 99.544223 0.23751193 34.57777
## 54 163.97872 0.31277669 0.5367085 600.3022 169.028421 0.19174867 28.79850
## 55 100.84000 0.17838677 0.2663940 407.8475 -169.082360 0.27066314 35.37423
## 56 145.67742 0.21931611 0.2811497 401.6876 -113.720770 0.18049430 27.73757
## 57 146.17857 0.17015179 0.2447273 294.2633 -141.024552 0.10728014 24.04552
## 58 153.93750 0.23739674 0.2262388 294.0973 -179.757404 0.12293083 23.88297
## 59 161.95238 0.29790155 0.4820070 496.8406 107.995216 0.15708419 26.69859
## 60 85.37117 0.13903627 0.4058329 780.2090 107.345544 NA NA
## 61 167.78571 0.28102585 0.2129549 229.5586 -150.954604 0.11498830 22.19441
## 62 155.72727 0.24909687 0.4035826 513.8405 73.697335 0.16986314 34.81807
## 63 110.12281 0.16990685 0.2837828 435.6780 -158.565803 0.18304542 35.46156
## 64 125.01538 0.21611892 0.4550814 617.7099 105.464282 0.25970971 31.13754
## 65 132.41667 0.19807151 0.2980415 543.1824 -118.674851 NA NA
## 66 140.77273 0.29890600 0.5263661 504.4648 179.469161 0.16710775 29.46246
## 67 67.39583 0.11383226 0.3677010 726.9245 11.467733 NA NA
## 68 98.25333 0.14245257 0.3048268 576.5700 -98.480650 0.34352809 36.04644
## 69 96.30769 0.16168913 0.3156917 322.7673 -24.404257 NA NA
## 70 160.92308 0.31534397 0.4369570 624.2673 86.440134 0.20981541 24.66018
## 71 87.90625 0.11462612 0.2749736 523.4460 -129.833675 NA NA
## 72 96.50000 0.14325266 0.2851576 371.1532 -26.112882 0.14477123 23.80005
## 73 150.92308 0.23806169 0.3713218 537.5622 2.105488 0.19609886 31.66348
## 74 89.69792 0.16668811 0.4554483 821.9861 167.555219 0.24078693 29.04834
## 75 223.66667 0.22659512 0.2282044 398.8702 -204.983705 0.19421313 30.18075
## 76 126.93023 0.18688962 0.3102307 504.3061 -84.483258 0.26155204 34.46271
## 77 122.90244 0.26032744 0.4618131 504.4140 114.023843 0.20145933 35.34499
## 78 109.00000 0.20357671 0.6431741 980.2410 443.135290 0.22040500 32.47018
## 79 196.75362 0.31364523 0.3386315 450.2984 -18.222421 0.21340966 31.89096
## 80 175.23404 0.29282884 0.3387312 490.9233 -35.121845 0.35304974 36.59263
## 81 163.69231 0.26517778 0.3000246 377.0244 -76.162290 0.21621754 34.06881
## 82 120.44444 0.20907603 0.4943338 683.7422 183.444967 0.16318634 30.51232
## 83 121.22222 0.24794633 0.5619198 702.2288 239.642104 0.19567271 35.15641
## 84 185.00000 0.34485209 0.2986461 371.7971 -98.782171 0.25156630 38.86160
## 85 115.22581 0.16485219 0.2210729 314.8444 -209.658893 0.17646868 29.92433
## 86 137.57627 0.23097666 0.2878563 357.2810 -75.558754 0.18749997 28.03075
## 87 107.25000 0.14826737 0.3558603 508.1537 87.421784 NA NA
## 88 145.44000 0.22364280 0.2409464 323.8429 -150.970825 0.10196269 24.20718
## 89 127.80000 0.23118452 0.3964153 384.6713 92.880395 0.12935258 23.23082
## 90 67.33981 0.10678785 0.2727480 566.8866 -212.679081 0.33612482 36.75110
## 91 133.51515 0.26420751 0.5987014 740.7816 263.339938 0.23126831 33.08215
## 92 65.79341 0.10077470 0.3123999 727.1955 -87.512275 0.42932467 36.51520
## 93 144.33333 0.20662887 0.5066702 716.6377 243.590316 0.16923835 30.93600
## 94 97.13333 0.20507851 0.4690444 418.3383 131.293687 0.13331156 24.87767
## 95 135.35484 0.14139952 0.2474831 482.2409 -136.091413 0.12426784 21.94132
## 96 123.17333 0.20809333 0.4752131 752.3040 166.682069 0.20878279 31.65313
## 97 122.67925 0.21392598 0.2801530 359.9629 -97.558045 0.15159615 27.88877
## 98 146.32727 0.27139031 0.5320272 715.1185 191.312987 0.25919652 31.51647
## 99 145.67857 0.24983535 0.2894680 385.4222 -91.041604 0.20863734 30.39726
## 100 170.30769 0.21326206 0.2637787 358.0441 -123.315183 0.09633023 21.61371
## resp pnpl prmp ptsdf ozone pm25 d_dslpm_2
## 1 0.4576592 0.018487268 0.46651075 1.08713271 43.45316 8.297337 20.551376
## 2 0.3938572 0.037912568 0.09692420 0.12815287 43.16748 8.401689 -24.041662
## 3 0.2680125 0.049249745 0.04654865 0.04657801 42.31874 7.133256 -4.067480
## 4 0.4911926 0.045261657 0.05523394 0.23587285 42.09358 7.856333 36.596005
## 5 0.2573567 0.070518297 0.02690828 0.22496000 42.85610 6.934824 -13.882709
## 6 0.2441193 0.016394080 0.02883423 0.05077100 42.75757 6.909698 -7.962184
## 7 0.3599771 0.156930039 0.21707499 0.27701601 39.17018 7.163471 11.160443
## 8 0.3434102 0.016108952 0.17717621 0.05320158 39.68727 7.278513 30.140105
## 9 0.4174150 0.025594423 0.18182049 0.16304169 39.02552 7.724246 20.639936
## 10 NA 0.069348304 0.14680634 0.36927853 37.20899 7.038491 NA
## 11 0.3505627 0.170159994 0.23896088 1.47101235 43.01987 7.345986 -34.807720
## 12 0.4271602 0.018509797 0.60736785 0.60848659 42.68886 8.180606 -14.220791
## 13 0.5219152 0.215837087 0.40999325 0.67363869 46.20573 8.761144 -33.020743
## 14 0.4103644 0.020028869 0.79875696 1.46360828 42.81260 8.063705 -19.448456
## 15 0.3058080 0.016490846 0.14004003 0.09201705 40.84772 6.815600 -31.166904
## 16 NA 0.042450175 0.04642283 0.29240034 NA NA NA
## 17 0.4054905 0.038654448 0.09087409 0.11376247 42.59759 8.082435 7.942334
## 18 0.4574717 0.043979867 0.71651389 1.54476147 44.06155 8.792430 -17.436018
## 19 0.4570581 0.030940689 0.39990107 0.14415137 42.77030 8.350016 -32.181789
## 20 0.3310356 0.011506724 0.11398211 0.15278969 39.93143 7.372454 -16.497980
## 21 0.3230565 0.012155968 0.04779760 0.06446356 39.48394 7.050079 10.168985
## 22 0.3090753 0.012503830 0.05276495 0.07688091 38.52373 7.243753 -15.284781
## 23 0.4749268 0.106017820 0.39733422 0.61789945 43.77920 8.837614 6.773251
## 24 0.4188799 0.038614054 0.06998162 0.31620173 37.60878 7.551723 16.496518
## 25 0.4230975 0.106926145 0.42529881 0.37592439 38.15876 7.074984 -1.149317
## 26 NA 0.172371297 0.38488849 0.95848908 42.57637 8.496981 NA
## 27 NA 0.016751439 0.09288359 0.04610997 NA NA NA
## 28 NA 0.007005027 0.16419952 0.21525972 NA NA NA
## 29 0.4711024 0.027097171 0.47450556 0.85883220 45.75724 8.415621 -18.788098
## 30 0.4463013 0.039966488 0.19717246 0.32604591 45.29172 8.444352 -54.564412
## 31 0.3960308 0.018890780 0.19092452 0.11223393 38.91913 7.685799 42.282331
## 32 0.4954464 0.072952634 0.48767075 2.53619109 43.33128 8.889867 99.323169
## 33 0.3903928 0.015702364 0.60229497 0.44352947 41.06751 7.849900 59.011437
## 34 0.4513286 0.027115581 0.45475852 2.80220190 45.62033 8.323611 32.605858
## 35 0.4315558 0.029152717 0.14192604 0.26961895 42.36211 8.351386 1.722497
## 36 0.5181158 0.333406657 1.08978188 1.69676397 44.64218 9.068831 -5.934967
## 37 0.3409217 0.022082794 0.05798133 0.07133688 39.87465 7.206519 -3.327160
## 38 0.2944589 0.015646146 0.05651647 0.07363816 41.10496 7.178174 -5.027040
## 39 0.4544088 0.309771440 0.23518987 0.82028443 42.89987 8.461853 16.227701
## 40 0.3730194 0.018346811 0.06687062 0.09456515 40.92197 7.861686 36.680871
## 41 NA 0.014239096 0.68341145 3.47950235 45.49677 8.297834 NA
## 42 0.4217635 0.012602661 0.48075172 0.39617224 40.64639 7.813898 43.870843
## 43 0.4802159 0.031884113 0.26290582 0.17011664 42.33418 8.512906 17.262215
## 44 0.2847963 0.263121311 0.56991820 0.23949379 43.09712 7.094344 -23.576567
## 45 NA 0.159313674 0.19636730 0.85179504 42.23842 7.545074 NA
## 46 0.3665439 0.014607220 0.08537003 0.24381093 39.84965 7.400615 42.835331
## 47 NA 0.075163949 0.69033708 0.12642215 42.44037 8.237348 NA
## 48 NA 0.008852141 0.01458916 0.01079700 NA NA NA
## 49 0.4816882 0.167157907 0.65273912 0.78886206 45.18093 8.764580 -39.305533
## 50 0.2850856 0.061130664 0.13627221 0.16023591 40.21792 7.084506 -10.091257
## 51 0.4457265 0.025035707 0.41393380 0.23723157 41.76211 8.473712 -9.279486
## 52 0.4164428 0.030255525 0.07672506 0.06736424 38.41021 7.287337 16.318307
## 53 0.5685818 0.024198807 0.32997824 0.98595583 42.39778 8.334647 28.768817
## 54 0.3973143 0.018016999 0.40917782 0.24472760 40.11526 7.688266 35.785793
## 55 0.4688820 0.040408049 0.53119444 0.71207911 44.62358 8.937224 -40.577344
## 56 0.3567475 0.027711393 0.22703076 0.40135613 42.49923 7.532774 -16.968279
## 57 0.3083235 0.023084511 0.26052792 0.04351834 37.77120 7.115526 -13.922160
## 58 0.3029172 0.033400503 0.11140618 0.27539939 43.80217 7.177182 -22.799946
## 59 0.3526753 0.031709454 0.17037817 0.03827832 40.02853 7.372141 17.610881
## 60 NA 0.067862546 0.66508485 2.90562508 45.63926 9.053602 NA
## 61 0.2720081 0.020664862 0.04479133 0.20259426 42.99487 6.937168 -17.519777
## 62 0.4974464 0.024453482 0.29464461 0.13744873 42.48438 7.548112 12.808992
## 63 0.4806656 0.227353908 0.17509230 0.20682394 42.23749 7.873792 -28.471171
## 64 0.4141487 0.014516391 0.47430853 0.76606257 41.45326 8.070645 31.534701
## 65 NA 0.128909967 0.46380382 2.50534509 NA NA NA
## 66 0.3895834 0.012196882 0.22838202 0.14664309 40.25518 7.667405 31.739172
## 67 NA 0.286745662 0.19709319 0.63343122 NA NA NA
## 68 0.4767221 0.040670809 0.14261019 1.70097135 43.06996 8.642183 -26.492157
## 69 NA 0.039207659 0.15626147 0.12481899 NA NA NA
## 70 0.3213893 0.017189212 0.65990225 0.72070612 40.29246 6.873827 24.157500
## 71 NA 0.036057435 0.09209085 0.12745439 NA NA NA
## 72 0.3060401 0.012246907 0.22487321 0.07536073 39.66935 6.968614 -3.732316
## 73 0.4144187 0.185567328 0.29293685 0.28197182 42.80025 8.243473 7.858191
## 74 0.3926509 0.036455741 0.27846276 1.40174886 40.68700 7.640995 46.381466
## 75 0.3892443 0.054191449 0.06769332 0.06543010 42.61664 8.065378 -40.768210
## 76 0.4531987 0.015957430 0.33723267 0.95011376 44.24613 8.098258 -18.110936
## 77 0.4992846 0.109754706 0.41265198 0.31866491 41.82070 7.775240 23.949293
## 78 0.4575729 0.024348766 0.54838042 0.31598072 40.78964 8.097868 93.864929
## 79 0.4139661 0.021662653 0.54577698 0.72282342 43.40692 7.935987 -2.351094
## 80 0.4923564 0.121167003 0.52435863 0.84194379 45.84296 8.610601 -1.456152
## 81 0.4507877 0.030520071 0.44827288 0.52553177 43.01237 8.377364 -12.060370
## 82 0.4137775 0.024504754 0.34267322 0.24234168 40.44053 8.094001 29.088417
## 83 0.4991327 0.030816195 0.30240859 0.28337228 41.85259 8.046123 48.043113
## 84 0.4982897 0.031207508 0.30997159 0.19452894 43.96000 8.056566 -19.782266
## 85 0.3784246 0.024554835 0.09221757 0.32579919 43.85664 7.818871 -36.860752
## 86 0.3634573 0.032553165 0.42729318 0.17932866 42.81762 7.638205 -13.312812
## 87 NA 0.028924486 0.04305214 0.20126995 40.71103 7.311667 NA
## 88 0.2988564 0.036143224 0.20702273 0.76833204 41.13817 7.122076 -16.078811
## 89 0.2950123 0.009602298 0.13897133 0.03473965 38.95505 6.717312 12.014319
## 90 0.5062466 0.050049336 0.34594334 1.01051814 43.77941 8.611828 -67.587978
## 91 0.4339669 0.053054379 0.35135000 0.60129843 42.10568 8.223186 61.006643
## 92 0.4943147 0.127167325 0.22285693 2.04847960 43.24921 8.914699 -22.203707
## 93 0.4110591 0.023064707 0.04557286 0.04271949 41.31524 7.980443 40.327023
## 94 0.3325719 0.018353096 0.30255465 0.05122357 39.13543 7.030489 17.607095
## 95 0.2672414 0.025480489 0.02745375 0.43563828 42.88532 6.975358 -14.157800
## 96 0.4197343 0.013158771 0.18919366 0.54042891 41.01689 8.147968 38.922582
## 97 0.3647305 0.036488529 0.68584650 0.32942549 42.38774 7.707809 -12.019035
## 98 0.4133079 0.014350935 0.95566333 0.60423848 41.58397 8.106571 52.645706
## 99 0.4044873 0.127921350 0.17458549 0.19750888 43.62504 8.100779 -16.699409
## 100 0.2668410 0.028564969 0.04211164 0.35770114 43.58217 6.937257 -11.385999
## d_cancr_2 d_pnpl_2 d_ptsdf_2 d_ozone_2 d_pm25_2 region arealand
## 1 1203.8700 0.5917337 26.870053 1412.7912 275.69598 4 9705172
## 2 -4428.8246 -4.8455965 -20.473410 -6126.9818 -1194.02764 4 28056590
## 3 -987.8557 -2.1888089 -2.472353 -1882.2382 -321.03837 4 55191000
## 4 7057.9545 8.6984956 62.906865 8363.9082 1560.80197 4 72446218
## 5 -3251.3249 -12.4242546 -33.067156 -6622.9999 -1074.63713 4 50040991
## 6 -1806.5473 -1.4888087 -5.161336 -3720.8510 -603.55075 4 40037633
## 7 1190.8372 32.3761427 60.770019 1664.1217 307.71381 4 61565730
## 8 5922.3808 3.9088078 10.760871 8919.1509 1639.44463 4 90542929
## 9 4327.5557 4.1458859 20.649824 5627.3801 1112.53197 4 73093152
## 10 NA -10.6908290 -71.182700 -5627.6207 -1058.05120 4 24437611
## 11 -4595.5819 -31.6276999 -155.673361 -7355.8743 -1256.31243 4 11041032
## 12 -2495.3479 -1.5658187 -26.736616 -3384.0428 -652.44374 4 22605981
## 13 -3669.8362 6.1549285 -49.727602 -4691.6710 -889.47173 4 9953214
## 14 -3585.2037 -2.5014372 -34.284646 -4853.3678 -927.94003 4 19712782
## 15 -4722.7950 -4.2889766 -21.003086 -8023.2817 -1355.29350 4 103741447
## 16 NA -5.9471799 -37.628896 NA NA 4 18259670
## 17 1467.0650 1.6848854 4.358018 2023.8269 383.94511 4 61205150
## 18 -2885.2142 -5.1299145 108.927675 -3859.3651 -763.77852 4 10942641
## 19 -4622.3431 -9.2225248 -48.818261 -5567.3707 -1158.05598 4 50446868
## 20 -3658.6480 -1.5119331 -23.460125 -5475.3532 -1022.56329 4 56182579
## 21 1613.3788 0.9058248 6.340625 2556.6407 456.73971 4 31941424
## 22 -3979.9191 -2.0101190 -11.908486 -6187.3632 -1162.38009 4 79543501
## 23 343.0038 3.6018711 27.185857 343.2925 71.52735 4 15614148
## 24 3253.2133 5.6111725 56.877641 4003.8245 802.22877 4 51695964
## 25 -815.0022 -8.6836342 14.583209 -837.4091 -155.75899 4 28594956
## 26 NA 51.3032435 219.351608 9598.2731 1916.24931 4 8667309
## 27 NA -5.9192294 -13.446060 NA NA 4 45227721
## 28 NA -1.5999880 -49.567393 NA NA 4 31017168
## 29 -3233.2286 -2.6541790 49.439837 -4476.5123 -820.86207 4 13265850
## 30 -7137.7812 -8.3060765 -71.887248 -9617.6567 -1788.75372 4 27318712
## 31 7716.2569 4.3315632 22.174539 10382.2872 2060.47422 4 62063541
## 32 8727.8340 15.0891989 642.048733 8958.4183 1849.54677 4 4849070
## 33 7571.0044 3.6399680 144.296965 10169.6682 1952.81060 4 27852463
## 34 2701.6437 1.2231501 447.856464 3215.2821 584.02608 4 4346296
## 35 535.1733 0.6129208 -3.971657 689.6062 129.34560 4 42458569
## 36 -1126.4565 2.6733595 122.561959 -1630.3906 -329.21562 4 5325499
## 37 -566.2376 -0.5275630 -2.414226 -872.4392 -156.60694 4 88218172
## 38 -1171.6520 -0.8971101 -3.744216 -2075.0431 -365.84585 4 94523270
## 39 1752.3992 66.8292110 134.634349 1890.2985 371.67512 4 43057817
## 40 6588.0666 4.1996196 23.713563 9504.4834 1826.07701 4 53142391
## 41 NA 1.8795799 846.567614 6257.0133 1147.20753 4 5728933
## 42 6684.4612 2.7857882 48.171735 8879.3636 1704.97188 4 36754266
## 43 2627.8827 2.5933520 14.628112 3260.2272 653.52078 4 25264115
## 44 -4205.6319 -44.9660626 -43.633784 -8171.0675 -1344.17127 4 29869038
## 45 NA -22.5928132 -131.960213 -7587.5981 -1347.88146 4 13415068
## 46 7816.2670 4.1457976 81.766808 11155.0741 2069.00279 4 48141543
## 47 NA 22.2835949 35.941428 14529.8940 2821.84540 4 40416017
## 48 NA 0.9905509 1.162028 NA NA 4 264322562
## 49 -4823.7465 1.5717447 -7.998501 -6096.9352 -1185.70080 4 13278118
## 50 -1871.3535 -5.5929307 -21.810297 -3208.9149 -580.48084 4 48930129
## 51 -1500.3830 -2.2163470 10.276220 -1893.8139 -394.15708 4 24396212
## 52 3657.2599 4.0569737 7.905455 4868.1102 921.52809 4 174405280
## 53 3472.7808 2.2668094 274.399867 4221.5015 834.74241 4 17854254
## 54 4908.2969 3.0015053 45.188111 6787.8277 1298.48307 4 21992128
## 55 -5884.8501 -7.3761768 -61.355040 -7610.6373 -1511.69317 4 15324508
## 56 -3077.8925 -3.2626041 -31.250327 -4837.4645 -851.39914 4 36757340
## 57 -3354.1415 -3.2152458 -6.348176 -5315.1500 -1000.27333 4 47691305
## 58 -4321.9475 -6.5309125 -62.643841 -7864.0550 -1288.82711 4 72781108
## 59 2897.1718 2.6588976 4.101619 4338.0003 800.79181 4 56292151
## 60 NA 9.7903646 488.219227 4988.0378 975.92941 4 2443328
## 61 -3352.1092 -3.1144198 -32.540697 -6498.1933 -1048.69635 4 40931456
## 62 2579.9124 2.4536235 10.200370 3067.7774 542.01835 4 57865566
## 63 -5800.1959 -30.5899005 -21.820700 -6697.1092 -1252.35255 4 31701357
## 64 3323.5950 1.4960622 122.542673 4371.2015 851.37853 4 21534459
## 65 NA 0.6620284 61.446172 NA NA 4 4148354
## 66 5377.0854 2.0529568 23.247924 7236.1099 1383.15040 4 63177177
## 67 NA 37.7457720 87.909405 NA NA 4 20556435
## 68 -3277.0682 -3.5618019 7.150624 -4238.7095 -844.17852 4 13728066
## 69 NA -1.8526777 2.115135 NA NA 4 67041199
## 70 2222.2731 1.5422046 151.600314 3479.5683 593.61949 4 22600633
## 71 NA -4.9715778 -43.661769 NA NA 4 70520162
## 72 -600.7129 -0.3830521 -5.012284 -1039.1365 -180.70475 4 53341640
## 73 156.6856 18.4907939 53.187849 90.9426 14.49219 4 39082367
## 74 4914.9433 6.1619742 404.075452 6847.3815 1286.11669 4 17600209
## 75 -6189.2647 -11.8460834 -13.917710 -8734.7907 -1654.64357 4 51300526
## 76 -2812.9806 -1.4765618 -16.144480 -3791.8971 -693.41967 4 23560418
## 77 4014.6142 11.4159067 44.309148 4772.4339 889.46887 4 29924065
## 78 14312.4573 11.1722174 108.347311 18175.1179 3600.08375 4 27879951
## 79 -561.4391 -0.1120998 30.122316 -831.7208 -143.43051 4 21231595
## 80 -1092.5594 1.1215722 83.884744 -1603.3524 -300.74232 4 14092801
## 81 -2452.1705 -2.2982708 -22.498194 -3265.9712 -626.86692 4 28163005
## 82 5546.7069 3.8187215 60.106797 7336.9841 1466.96740 4 54430165
## 83 8486.5525 7.2844649 80.502987 10032.1969 1930.90257 4 30613706
## 84 -3404.0299 -4.2377916 -25.704413 -4376.4992 -808.38870 4 22247184
## 85 -6276.2788 -5.4273462 -61.845069 -9187.2788 -1639.36547 4 37514194
## 86 -2111.8831 -2.5116317 -12.637766 -3240.1925 -578.82070 4 23430269
## 87 NA 3.9835576 2.156075 3713.3598 621.69114 4 113900872
## 88 -3692.1865 -5.7060760 -77.628447 -6219.0757 -1083.50442 4 39205660
## 89 2157.6878 1.1212571 4.175012 3618.1602 623.90660 4 202420784
## 90 -7958.5588 -12.8474404 -188.926294 -9362.5210 -1870.17017 4 15909268
## 91 8724.8916 13.0669557 173.633556 11081.3609 2164.50686 4 19809334
## 92 -3083.1211 -11.3647092 -39.392885 -3800.9853 -779.20077 4 4752042
## 93 7541.5281 6.0486761 11.418495 10088.0839 1950.18155 4 74094196
## 94 3307.8067 2.6680361 8.512272 5146.9329 926.95529 4 59830414
## 95 -2943.2669 -3.6352602 -6.007321 -5828.4766 -952.20496 4 26101949
## 96 5520.0693 2.0729228 160.277817 6811.2478 1354.87258 4 19128510
## 97 -2652.8743 -3.6963547 -1.835258 -4138.7287 -751.11986 4 36872637
## 98 6138.7943 2.6572699 84.425278 7954.1711 1549.22281 4 17309323
## 99 -2764.4715 -9.7790314 -11.400715 -3990.1952 -737.88510 4 30982004
## 100 -2649.4924 -3.5844913 -43.146908 -5385.6333 -856.48143 4 62277694
## areawater npl_cnt tsdf_cnt shape_length shape_area
## 1 247718.31 0.000000000 0.10619469 16632.472 15255287
## 2 393582.83 0.000000000 0.04166667 32339.270 43472594
## 3 337730.82 0.000000000 0.00000000 47686.766 86083790
## 4 768590.16 0.000000000 0.05263158 48568.005 109294568
## 5 367869.32 0.045454545 0.09090909 50378.349 78033330
## 6 27830.31 0.000000000 0.00000000 45198.050 61461012
## 7 9684688.54 0.028571429 0.02857143 44564.024 107704421
## 8 5454406.80 0.000000000 0.05000000 61154.495 147220913
## 9 1064866.65 0.000000000 0.06451613 50571.628 109751216
## 10 5765756.80 0.022222222 0.11111111 26881.791 44096242
## 11 58070.15 0.019480519 0.16883117 19188.706 16829296
## 12 357239.59 0.000000000 0.12068966 27128.920 34938538
## 13 74539.27 0.010638298 0.12765957 15343.280 15120860
## 14 113522.63 0.000000000 0.22580645 23384.365 30319498
## 15 30185484.17 0.000000000 0.00000000 73406.074 206828689
## 16 29597977.11 0.000000000 0.04166667 30488.246 71248256
## 17 480215.61 0.000000000 0.00000000 48318.567 95389232
## 18 399422.35 0.000000000 0.24210526 19163.296 17219368
## 19 2018138.14 0.000000000 0.05714286 41599.773 79732056
## 20 1372616.38 0.000000000 0.09523810 50631.563 86252274
## 21 11283297.29 0.000000000 0.00000000 37789.929 66391123
## 22 2145393.57 0.000000000 0.00000000 60531.914 122190903
## 23 132462.92 0.012987013 0.10389610 22651.292 23713701
## 24 930300.91 0.021276596 0.06382979 40543.603 77242900
## 25 2698672.06 0.015625000 0.04687500 28380.221 46878668
## 26 78378.02 0.010256410 0.07692308 14382.874 13079212
## 27 45668265.87 0.000000000 0.00000000 64336.665 140467177
## 28 93766326.81 0.000000000 0.06250000 54538.082 189463000
## 29 346779.90 0.000000000 0.11111111 20407.911 20734270
## 30 295964.04 0.000000000 0.08000000 32458.768 42204499
## 31 417449.38 0.000000000 0.02941176 48818.850 93187525
## 32 193160.93 0.000000000 0.25490196 11840.642 7726971
## 33 79027.81 0.000000000 0.04255319 28704.803 42671458
## 34 48495.04 0.000000000 0.19341564 11063.320 6750868
## 35 239289.40 0.000000000 0.13333333 40874.076 65509433
## 36 119233.55 0.023121387 0.13872832 13072.568 8191518
## 37 1329200.80 0.000000000 0.00000000 64364.255 138657055
## 38 3132579.12 0.000000000 0.12500000 63864.260 147122814
## 39 453239.12 0.062500000 0.21875000 36843.194 67132497
## 40 93645.31 0.000000000 0.00000000 47917.445 80468939
## 41 104180.57 0.000000000 0.25684932 11907.427 8948744
## 42 331863.08 0.000000000 0.03921569 32279.681 57151700
## 43 268315.61 0.000000000 0.03278689 29421.345 38483227
## 44 50801.62 0.041666667 0.04166667 29469.504 45304974
## 45 76909.72 0.013888889 0.15277778 21643.093 20319338
## 46 986179.95 0.000000000 0.10526316 42400.040 75903271
## 47 158293.84 0.000000000 0.00000000 31517.511 60633209
## 48 365493493.83 0.000000000 0.00000000 151760.736 950206957
## 49 537423.62 0.017857143 0.12500000 19971.202 21050578
## 50 375165.04 0.000000000 0.03846154 43113.570 74167011
## 51 137658.19 0.000000000 0.09523810 29534.581 37114395
## 52 861689.29 0.000000000 0.00000000 99962.269 261941044
## 53 289872.68 0.000000000 0.21621622 22462.512 27419126
## 54 125538.32 0.000000000 0.08510638 26119.300 33230534
## 55 467293.00 0.000000000 0.16000000 22803.171 23870414
## 56 450867.16 0.000000000 0.12903226 37512.136 56516678
## 57 378294.18 0.000000000 0.00000000 42171.371 72066349
## 58 302547.69 0.000000000 0.06250000 55825.639 111497894
## 59 35552.86 0.000000000 0.00000000 48085.940 85902875
## 60 105115.93 0.001801802 0.17837838 8468.602 3829650
## 61 116285.21 0.000000000 0.07142857 44699.656 62867433
## 62 1178178.23 0.000000000 0.04545455 47457.842 88913635
## 63 363524.12 0.052631579 0.05263158 31083.286 48260569
## 64 95043.48 0.000000000 0.13846154 25404.856 33088916
## 65 2949491.43 0.008333333 0.24166667 12658.684 10397404
## 66 1637540.14 0.000000000 0.04545455 51636.378 100291031
## 67 3864819.19 0.020833333 0.08333333 23390.838 36225054
## 68 118333.24 0.000000000 0.09333333 18513.247 21232346
## 69 44851672.15 0.000000000 0.07692308 57417.720 167753223
## 70 6220967.92 0.000000000 0.11538462 24384.921 44424126
## 71 5088548.94 0.000000000 0.03125000 51381.074 111633040
## 72 17652458.08 0.000000000 0.08333333 47811.228 109183126
## 73 1200720.04 0.038461538 0.03846154 31776.675 62288065
## 74 85915.04 0.000000000 0.17708333 21208.881 26805215
## 75 163669.58 0.000000000 0.00000000 47430.436 77398465
## 76 230245.31 0.000000000 0.13953488 27449.779 36162186
## 77 378975.37 0.024390244 0.02439024 26139.204 45271555
## 78 57686.30 0.000000000 0.05681818 30367.812 41372113
## 79 267556.83 0.000000000 0.15942029 27001.804 33248253
## 80 342931.88 0.010638298 0.12765957 19003.383 21903895
## 81 90245.92 0.000000000 0.09615385 28997.415 42619730
## 82 109418.36 0.000000000 0.02222222 43645.134 81452028
## 83 142295.74 0.000000000 0.11111111 28346.420 45765284
## 84 548755.46 0.000000000 0.06521739 26219.210 34310976
## 85 567236.87 0.000000000 0.06451613 39602.696 58901445
## 86 175213.41 0.000000000 0.05084746 29707.953 36523192
## 87 2701347.25 0.000000000 0.08333333 64159.966 176258315
## 88 204405.56 0.000000000 0.20000000 38617.028 59158429
## 89 106914890.40 0.000000000 0.00000000 99363.756 472064660
## 90 174911.46 0.000000000 0.19417476 20752.713 24018825
## 91 1278306.94 0.000000000 0.06060606 23628.939 32586051
## 92 127631.20 0.006593407 0.16263736 11247.369 7431963
## 93 2621338.93 0.000000000 0.00000000 55853.226 118641479
## 94 13018813.33 0.000000000 0.00000000 45613.673 111088118
## 95 75234.16 0.000000000 0.06451613 35324.135 40313310
## 96 131402.55 0.000000000 0.05333333 24325.845 29025849
## 97 129479.87 0.000000000 0.07547170 36349.714 56948215
## 98 260594.36 0.000000000 0.12727273 21296.158 26702991
## 99 258306.93 0.035714286 0.03571429 32201.204 48024718
## 100 117273.92 0.000000000 0.15384615 54798.255 95288563vis_miss(full.join) #<- not perfect, but a lot better
head(full.join)## county num_tested per_tested num_high_lead per_highlead_h num_tested_older
## 1 ALAMANCE 1,951 50.1 36 0.02 2120
## 2 ALEXANDER 516 71.6 3 0.60 569
## 3 ALLEGHANY 75 38.9 1 1.30 94
## 4 ANSON 204 39.3 5 2.50 282
## 5 ASHE 259 62.4 0 0.00 306
## 6 AVERY 176 64.7 3 1.70 190
## fips bf_acreage objectid id acstotpop acsipovbas acseducbas
## 1 37001 347.22 143210.0 370010210849 1421.0265 1381.9292 956.0265
## 2 37003 0.00 143278.5 370030404211 1546.6250 1489.5000 1113.5833
## 3 37005 0.00 143296.0 370059501911 997.5455 986.3636 749.3636
## 4 37007 20.12 143311.0 370079203792 1331.8947 1235.2105 952.2105
## 5 37009 0.00 143331.5 370099705093 1217.5455 1202.3182 919.6364
## 6 37011 5.71 143350.5 370119302633 1093.8125 889.4375 820.2500
## acstothh acstothu minorpop minorpct lowincome lowincpct lesshs lesshspct
## 1 566.8938 617.2478 503.21239 0.36638784 549.8673 0.4174402 138.3097 0.1610634
## 2 571.7500 683.2917 203.08333 0.13480558 582.7917 0.3879962 205.1667 0.1952111
## 3 431.4545 741.8182 129.54545 0.12637604 481.3636 0.4884076 175.0909 0.2336556
## 4 500.8421 610.2105 737.78947 0.55959010 581.5263 0.4721476 185.3684 0.1916498
## 5 536.5909 802.2273 90.27273 0.07734615 455.0455 0.3879327 144.8636 0.1613797
## 6 411.6875 885.3750 137.68750 0.09512622 402.4375 0.4580288 145.3125 0.1582499
## under5 under5pct over64 over64pct pre1960 pre1960pct vuleopct
## 1 82.71681 0.05534797 232.8053 0.1771052 149.39823 0.2691712 0.3919140
## 2 75.91667 0.05013226 295.3750 0.1978350 98.83333 0.1520456 0.2614009
## 3 40.09091 0.04003484 254.7273 0.2567598 111.36364 0.1455569 0.3073918
## 4 62.94737 0.04794065 228.5789 0.1856193 162.52632 0.2777601 0.5158688
## 5 53.36364 0.04277098 292.1364 0.2449194 138.45455 0.1808975 0.2326394
## 6 40.18750 0.03719168 231.2500 0.2414349 132.43750 0.2004419 0.2765775
## vuleo dispeo dslpm cancer resp pnpl prmp
## 1 535.9212 32.59198 0.31652977 34.59308 0.4576592 0.01848727 0.46651075
## 2 405.8671 -141.94921 0.17280304 30.84475 0.3938572 0.03791257 0.09692420
## 3 308.8310 -44.50068 0.09937925 21.84325 0.2680125 0.04924975 0.04654865
## 4 670.7667 199.00813 0.17955891 35.18457 0.4911926 0.04526166 0.05523394
## 5 276.5605 -154.69544 0.09294807 20.98061 0.2573567 0.07051830 0.02690828
## 6 300.3192 -87.11040 0.09034049 20.49582 0.2441193 0.01639408 0.02883423
## ptsdf ozone pm25 d_dslpm_2 d_cancr_2 d_pnpl_2 d_ptsdf_2
## 1 1.08713271 43.45316 8.297337 20.551376 1203.8700 0.5917337 26.870053
## 2 0.12815287 43.16748 8.401689 -24.041662 -4428.8246 -4.8455965 -20.473410
## 3 0.04657801 42.31874 7.133256 -4.067480 -987.8557 -2.1888089 -2.472353
## 4 0.23587285 42.09358 7.856333 36.596005 7057.9545 8.6984956 62.906865
## 5 0.22496000 42.85610 6.934824 -13.882709 -3251.3249 -12.4242546 -33.067156
## 6 0.05077100 42.75757 6.909698 -7.962184 -1806.5473 -1.4888087 -5.161336
## d_ozone_2 d_pm25_2 region arealand areawater npl_cnt tsdf_cnt
## 1 1412.791 275.6960 4 9705172 247718.31 0.00000000 0.10619469
## 2 -6126.982 -1194.0276 4 28056590 393582.83 0.00000000 0.04166667
## 3 -1882.238 -321.0384 4 55191000 337730.82 0.00000000 0.00000000
## 4 8363.908 1560.8020 4 72446218 768590.16 0.00000000 0.05263158
## 5 -6623.000 -1074.6371 4 50040991 367869.32 0.04545455 0.09090909
## 6 -3720.851 -603.5508 4 40037633 27830.31 0.00000000 0.00000000
## shape_length shape_area
## 1 16632.47 15255287
## 2 32339.27 43472594
## 3 47686.77 86083790
## 4 48568.01 109294568
## 5 50378.35 78033330
## 6 45198.05 61461012#Distribution of data
hist(pull(full.join, per_highlead_h))
hist(pull(full.join, bf_acreage))
hist(pull(full.join, minorpct))
hist(pull(full.join, lowincpct))
hist(pull(full.join, over64pct))
hist(pull(full.join, pre1960pct))
hist(pull(full.join, vuleopct))
hist(pull(full.join, cancer))
hist(pull(full.join, resp))
#Finding correlations
full.join %>% dplyr::select(per_tested:bf_acreage, minorpop:pm25) %>%
ggcorr()
EDA Interpretation: The data is overall pretty normal in distribution. Bf_acreage is an exeption, but it will be tranformed into a proporition further in the code. Running the correlation EDA also gives us some interesting output. There does seem to be some positive correlation between bf_acreage and high lead, but it seems neutral-to-positive for cancer.
##Unsupervised Machine Learning: K-Means
Creating a matrix and scaling relevant variables
#Create Matrix
ej.matrix <- full.join %>%
magrittr::set_rownames(.$county)%>%
dplyr::select(-county)
ej.matrix## num_tested per_tested num_high_lead per_highlead_h
## ALAMANCE 1,951 50.1 36 0.02
## ALEXANDER 516 71.6 3 0.60
## ALLEGHANY 75 38.9 1 1.30
## ANSON 204 39.3 5 2.50
## ASHE 259 62.4 0 0.00
## AVERY 176 64.7 3 1.70
## BEAUFORT 675 76.2 5 0.70
## BERTIE 266 76.0 3 1.10
## BLADEN 472 67.8 6 1.30
## BRUNSWICK 1,191 59.7 3 0.30
## BUNCOMBE 2,951 60.5 19 0.60
## BURKE 1,359 75.9 16 1.20
## CABARRUS 2,546 49.9 21 0.80
## CALDWELL 1,069 68.5 10 0.90
## CAMDEN 106 56.7 1 0.90
## CARTERET 691 64.7 7 1.00
## CASWELL 268 63.5 4 1.50
## CATAWBA 2,180 65.2 12 0.60
## CHATHAM 650 49.5 3 0.50
## CHEROKEE 292 61.0 1 0.30
## CHOWAN 177 63.9 1 0.60
## CLAY 96 55.8 0 0.00
## CLEVELAND 1,647 74.0 14 0.90
## COLUMBUS 778 68.0 10 1.30
## CRAVEN 2,087 76.6 16 0.80
## CUMBERLAND 3,248 29.8 47 1.40
## CURRITUCK 165 31.7 1 0.60
## DARE 307 46.4 1 0.30
## DAVIDSON 2,634 75.0 32 1.20
## DAVIE 516 67.3 7 1.40
## DUPLIN 1,001 73.6 5 0.50
## DURHAM 4,558 54.7 23 0.50
## EDGECOMBE 852 69.6 8 0.90
## FORSYTH 5,519 63.4 62 1.10
## FRANKLIN 856 60.5 4 0.50
## GASTON 2,071 40.5 15 0.70
## GATES 102 52.6 1 1.00
## GRAHAM 85 54.5 0 0.00
## GRANVILLE 694 58.4 1 0.10
## GREENE 308 74.9 3 1.00
## GUILFORD 8,773 71.1 74 0.80
## HALIFAX 866 76.6 17 2.00
## HARNETT 1,833 49.1 26 1.40
## HAYWOOD 780 67.4 4 0.50
## HENDERSON 1,231 57.7 13 1.10
## HERTFORD 341 74.1 6 1.80
## HOKE 835 48.4 8 1.00
## HYDE 45 65.2 1 2.20
## IREDELL 2,039 54.4 14 0.70
## JACKSON 492 66.7 3 0.60
## JOHNSTON 2,469 53.5 11 0.40
## JONES 137 70.6 0 0.00
## LEE 1,050 67.7 12 1.10
## LENOIR 992 80.0 17 1.70
## LINCOLN 644 38.7 6 0.90
## MACON 405 61.3 5 1.20
## MADISON 260 65.3 3 1.20
## MARTIN 396 80.0 5 1.30
## MCDOWELL 570 65.1 7 1.20
## MECKLENBURG 9,800 33.3 72 0.70
## MITCHELL 86 30.3 0 0.00
## MONTGOMERY 484 88.3 10 2.10
## MOORE 1,747 76.7 13 0.70
## NASH 1,651 76.6 25 1.50
## NEW HANOVER 3,026 68.6 34 1.10
## NORTHAMPTON 257 69.3 3 1.20
## ONSLOW 4,811 60.3 42 0.90
## ORANGE 1,169 50.5 6 0.50
## PAMLICO 162 99.4 1 0.60
## PASQUOTANK 742 78.4 10 1.30
## PENDER 877 68.5 4 0.50
## PERQUIMANS 177 72.2 3 1.70
## PERSON 340 40.3 7 2.10
## PITT 2,587 62.5 12 0.50
## POLK 132 42.6 1 0.80
## RANDOLPH 2,208 71.3 24 1.10
## RICHMOND 893 79.1 18 2.00
## ROBESON 2,514 72.2 20 0.80
## ROCKINGHAM 1,058 59.7 17 1.60
## ROWAN 2,035 64.0 24 1.20
## RUTHERFORD 432 32.2 2 0.50
## SAMPSON 1,352 81.2 14 1.00
## SCOTLAND 671 74.7 10 1.50
## STANLY 1,098 78.0 16 1.50
## STOKES 478 59.8 7 1.50
## SURRY 801 53.6 20 2.50
## SWAIN 198 67.6 3 1.50
## TRANSYLVANIA 365 68.9 3 0.80
## TYRRELL 38 52.8 2 5.30
## UNION 1,648 34.1 10 0.60
## VANCE 606 52.9 4 0.70
## WAKE 12,820 50.7 98 0.80
## WARREN 229 68.4 4 1.70
## WASHINGTON 161 61.2 1 0.60
## WATAUGA 581 77.3 6 1.00
## WAYNE 2,082 64.1 12 0.60
## WILKES 941 70.0 7 0.70
## WILSON 1,488 77.7 21 1.40
## YADKIN 424 56.2 4 0.90
## YANCEY 171 48.4 2 1.20
## num_tested_older fips bf_acreage objectid id acstotpop
## ALAMANCE 2120 37001 347.220 143210.0 370010210849 1421.0265
## ALEXANDER 569 37003 0.000 143278.5 370030404211 1546.6250
## ALLEGHANY 94 37005 0.000 143296.0 370059501911 997.5455
## ANSON 282 37007 20.120 143311.0 370079203792 1331.8947
## ASHE 306 37009 0.000 143331.5 370099705093 1217.5455
## AVERY 190 37011 5.710 143350.5 370119302633 1093.8125
## BEAUFORT 741 37013 191.180 143376.0 370139305119 1349.8000
## BERTIE 314 37015 NA 143403.5 370159602653 982.2000
## BLADEN 516 37017 NA 143429.0 370179503874 1089.6129
## BRUNSWICK 1345 37019 268.390 143489.5 370190311557 1409.5556
## BUNCOMBE 3359 37021 756.890 143611.5 370210021244 1652.4286
## BURKE 1453 37023 209.040 143717.5 370230207959 1546.7586
## CABARRUS 2820 37025 172.830 143793.5 370250416577 2143.0638
## CALDWELL 1208 37027 112.610 143871.5 370270307780 1319.0161
## CAMDEN 110 37029 NA 143905.5 370299501018 1741.1667
## CARTERET 732 37031 18.843 143944.5 370319712691 957.2222
## CASWELL 311 37033 NA 143989.5 370339303502 1263.6667
## CATAWBA 2382 37035 171.218 144046.0 370350109627 1649.7789
## CHATHAM 732 37037 516.627 144111.0 370370204075 1994.0286
## CHEROKEE 324 37039 0.000 144139.0 370399303768 1317.5238
## CHOWAN 190 37041 90.980 144156.5 370419301439 1014.6429
## CLAY 109 37043 NA 144167.0 370439501431 1544.7143
## CLEVELAND 2007 37045 187.670 144209.0 370459508295 1261.8052
## COLUMBUS 950 37047 NA 144271.0 370479307747 1197.7234
## CRAVEN 2335 37049 92.500 144326.5 370499606981 1610.6562
## CUMBERLAND 3640 37051 258.110 144456.0 370510124581 1703.1077
## CURRITUCK 177 37053 5.200 144561.0 370531689347 1719.7333
## DARE 319 37055 NA 144584.5 370559716072 1116.9062
## DAVIDSON 2753 37057 37.950 144654.5 370570611163 1524.6667
## DAVIE 544 37059 17.900 144721.0 370590803882 1679.6400
## DUPLIN 1331 37061 140.220 144750.5 370610904745 1737.1176
## DURHAM 5104 37063 602.340 144844.0 370630079165 2002.9869
## EDGECOMBE 1004 37065 47.680 144944.0 370650208556 1134.7234
## FORSYTH 5922 37067 1176.624 145089.0 370670028099 1529.1070
## FRANKLIN 951 37069 28.750 145225.5 370690604511 2163.4000
## GASTON 2314 37071 435.010 145327.0 370710318228 1251.9364
## GATES 115 37073 NA 145418.5 370739701902 1156.3000
## GRAHAM 96 37075 37.470 145427.5 370759202252 1069.6250
## GRANVILLE 773 37077 32.980 145447.5 370779704545 1839.8125
## GREENE 364 37079 NA 145470.0 370799501855 1616.0000
## GUILFORD 9349 37081 647.893 145622.5 370810172130 1793.0890
## HALIFAX 907 37083 357.970 145794.0 370839306181 1014.4510
## HARNETT 2204 37085 56.210 145850.0 370850708508 2137.0656
## HAYWOOD 821 37087 40.430 145904.5 370879219090 1259.0208
## HENDERSON 1428 37089 293.983 145964.5 370899317175 1578.1250
## HERTFORD 359 37091 NA 146010.0 370919502535 1271.2105
## HOKE 931 37093 NA 146032.0 370939706096 2129.5600
## HYDE 55 37095 NA 146047.5 370959434502 898.8333
## IREDELL 2225 37097 128.300 146106.5 370970610202 1540.4018
## JACKSON 543 37099 NA 146175.5 370999493464 1625.2308
## JOHNSTON 2781 37101 75.030 146230.5 371010408370 2275.8571
## JONES 151 37103 NA 146276.0 371039202145 1385.0000
## LEE 1189 37105 60.830 146298.0 371050304233 1625.0000
## LENOIR 1254 37107 56.240 146340.0 371070108067 1217.5957
## LINCOLN 774 37109 95.876 146388.5 371090706750 1628.8200
## MACON 465 37111 15.290 146429.0 371119705425 1455.1290
## MADISON 287 37113 2.050 146458.5 371139704221 1228.9286
## MARTIN 594 37115 31.570 146480.5 371150104565 1337.8125
## MCDOWELL 626 37117 147.500 146499.0 371179703478 1097.8095
## MECKLENBURG 11419 37119 9324.310 146787.0 371190095454 1899.6649
## MITCHELL 114 37121 NA 147071.5 371219502502 1074.2857
## MONTGOMERY 521 37123 3.550 147089.5 371239602824 1242.6364
## MOORE 1914 37125 59.430 147129.0 371259506046 1677.7018
## NASH 1892 37127 382.280 147190.0 371270107872 1446.2000
## NEW HANOVER 3429 37129 1594.160 147282.5 371290277119 1868.5917
## NORTHAMPTON 277 37131 7.100 147353.5 371319202461 917.5455
## ONSLOW 5526 37133 NA 147412.5 371330115437 2019.9167
## ORANGE 1283 37135 137.170 147498.0 371350112661 1905.8400
## PAMLICO 178 37137 NA 147542.0 371379532247 980.1538
## PASQUOTANK 800 37139 NA 147561.5 371399604432 1518.4231
## PENDER 999 37141 407.250 147590.5 371419224926 1844.3750
## PERQUIMANS 196 37143 NA 147612.5 371439201510 1121.5833
## PERSON 428 37145 25.690 147631.5 371459203659 1511.7308
## PITT 2814 37147 82.480 147692.5 371470010013 1847.6250
## POLK 185 37149 50.980 147746.5 371499201939 1704.8333
## RANDOLPH 2429 37151 106.270 147795.5 371510309193 1662.3023
## RICHMOND 1000 37153 10.000 147859.0 371539706076 1102.1707
## ROBESON 2813 37155 605.140 147923.5 371559610364 1516.3864
## ROCKINGHAM 1166 37157 NA 148002.0 371570408473 1322.7536
## ROWAN 2236 37159 734.120 148083.5 371590511557 1485.1596
## RUTHERFORD 659 37161 166.200 148156.5 371619606697 1279.4615
## SAMPSON 1615 37163 36.910 148205.0 371639705205 1412.4667
## SCOTLAND 736 37165 1183.260 148241.0 371650103414 1306.0000
## STANLY 1183 37167 18.930 148277.5 371679307617 1328.5652
## STOKES 507 37169 6.240 148316.0 371690704139 1480.8065
## SURRY 887 37171 166.710 148361.0 371719306591 1222.0169
## SWAIN 223 37173 20.500 148396.5 371739568841 1187.8333
## TRANSYLVANIA 402 37175 1293.630 148415.0 371759603526 1340.5200
## TYRRELL 46 37177 NA 148430.0 371779601002 823.8000
## UNION 2209 37179 259.295 148484.0 371790205833 2200.9126
## VANCE 714 37181 38.940 148552.0 371819605639 1347.9394
## WAKE 13995 37183 1346.050 148796.0 371830572273 2300.1275
## WARREN 260 37185 NA 149031.0 371859502142 1335.5333
## WASHINGTON 218 37187 24.000 149046.0 371879501670 810.4000
## WATAUGA 641 37189 38.880 149069.0 371899205460 1745.7097
## WAYNE 2475 37191 94.460 149122.0 371910008519 1653.3600
## WILKES 977 37193 28.350 149186.0 371939606553 1291.6981
## WILSON 1560 37195 48.380 149240.0 371950008696 1478.8364
## YADKIN 470 37197 NA 149281.5 371970503224 1345.1786
## YANCEY 205 37199 79.670 149302.0 371999602314 1359.0000
## acsipovbas acseducbas acstothh acstothu minorpop minorpct
## ALAMANCE 1381.9292 956.0265 566.8938 617.2478 503.21239 0.36638784
## ALEXANDER 1489.5000 1113.5833 571.7500 683.2917 203.08333 0.13480558
## ALLEGHANY 986.3636 749.3636 431.4545 741.8182 129.54545 0.12637604
## ANSON 1235.2105 952.2105 500.8421 610.2105 737.78947 0.55959010
## ASHE 1202.3182 919.6364 536.5909 802.2273 90.27273 0.07734615
## AVERY 889.4375 820.2500 411.6875 885.3750 137.68750 0.09512622
## BEAUFORT 1334.8857 963.2000 552.1429 740.8571 461.40000 0.38511595
## BERTIE 916.1000 726.7500 398.8000 492.0500 645.45000 0.59923326
## BLADEN 1073.8710 779.0000 450.5806 576.6774 493.93548 0.45789805
## BRUNSWICK 1397.6333 1101.2000 602.5111 966.3111 257.18889 0.14800353
## BUNCOMBE 1610.6039 1208.5195 695.4091 789.5519 270.78571 0.16561525
## BURKE 1500.0000 1108.1724 597.7931 708.4828 283.50000 0.16181111
## CABARRUS 2123.5319 1415.4787 769.1383 830.7766 710.84043 0.33755975
## CALDWELL 1299.3710 947.6774 525.7097 612.0968 163.98387 0.13623437
## CAMDEN 1741.1667 1209.8333 639.3333 704.6667 341.16667 0.16031274
## CARTERET 938.3194 721.5972 412.3611 693.2083 130.50000 0.12501450
## CASWELL 1212.7778 926.2222 506.1111 598.7778 490.72222 0.38997361
## CATAWBA 1620.6842 1138.6105 643.1474 723.0842 398.57895 0.23764023
## CHATHAM 1970.6571 1458.8857 815.0571 901.5714 567.68571 0.26847936
## CHEROKEE 1299.6667 1011.0000 566.4286 862.0952 115.09524 0.07971821
## CHOWAN 991.0714 750.3571 427.4286 521.5000 407.85714 0.32891504
## CLAY 1540.7143 1185.4286 723.1429 1044.1429 97.14286 0.05476915
## CLEVELAND 1237.1688 863.0909 478.9870 565.9610 340.15584 0.28879995
## COLUMBUS 1131.8723 837.7872 474.5957 558.5106 487.14894 0.39639378
## CRAVEN 1527.4375 1054.0000 638.6094 732.9844 548.75000 0.37025334
## CUMBERLAND 1622.6923 1050.3641 638.0410 747.8923 953.65128 0.56149506
## CURRITUCK 1707.4667 1218.5333 676.5333 1037.1333 220.26667 0.10272042
## DARE 1110.5312 832.8125 482.5312 1078.5938 138.96875 0.08847438
## DAVIDSON 1501.8148 1066.8796 606.2130 688.0648 297.37037 0.21677356
## DAVIE 1666.8400 1196.3200 639.9600 743.2800 257.16000 0.15259076
## DUPLIN 1717.1176 1174.5882 640.6176 761.0588 838.00000 0.47423996
## DURHAM 1914.5490 1369.0000 806.8235 872.0850 1157.01307 0.55135742
## EDGECOMBE 1117.7872 778.2979 454.7021 530.7447 722.08511 0.65018190
## FORSYTH 1486.3169 1022.5185 603.6420 672.3539 657.32099 0.43480323
## FRANKLIN 2109.0667 1493.8000 824.9667 933.7333 788.60000 0.41599298
## GASTON 1234.0000 862.4740 471.0636 530.5145 337.69364 0.29255741
## GATES 1149.0000 834.5000 447.7000 533.6000 427.50000 0.37502417
## GRAHAM 1053.0000 755.2500 411.0000 752.1250 141.12500 0.13159889
## GRANVILLE 1752.8438 1293.0625 657.1875 752.1562 769.37500 0.44902076
## GREENE 1433.4615 1149.3846 558.3846 639.6923 857.30769 0.50874970
## GUILFORD 1734.3836 1194.0342 694.2842 776.5171 880.81849 0.50324802
## HALIFAX 986.4902 713.5490 414.0392 508.2157 623.52941 0.61896109
## HARNETT 2078.4098 1372.9672 739.1148 839.8361 816.90164 0.38726791
## HAYWOOD 1242.8333 941.1458 548.6667 737.4583 89.58333 0.06974944
## HENDERSON 1558.7500 1169.4306 670.5694 790.8194 264.83333 0.17175784
## HERTFORD 1154.3158 880.5789 468.3684 559.5789 846.05263 0.67658559
## HOKE 2062.1600 1364.0000 708.8800 828.3600 1270.96000 0.59910684
## HYDE 793.5000 642.6667 294.8333 541.5000 369.16667 0.26815016
## IREDELL 1524.8839 1053.8482 582.5536 650.3036 365.90179 0.24765476
## JACKSON 1478.5385 1037.6538 640.0769 1041.2692 309.76923 0.17013023
## JOHNSTON 2252.4405 1505.4167 799.4524 877.2024 722.50000 0.33985099
## JONES 1379.2857 1038.7143 591.0000 708.2857 522.00000 0.35035799
## LEE 1598.8378 1087.7027 587.6757 661.1622 681.72973 0.43721250
## LENOIR 1190.5957 847.1277 491.9362 586.1702 615.59574 0.55905630
## LINCOLN 1612.0200 1157.9400 640.4400 704.5400 243.36000 0.15357922
## MACON 1420.5484 1051.3226 579.3871 687.0000 182.16129 0.13220938
## MADISON 1219.2857 924.0000 560.6786 912.7500 131.57143 0.10542701
## MARTIN 1271.0625 953.5000 528.2500 680.7500 79.06250 0.05580211
## MCDOWELL 1088.7619 788.9524 451.0000 552.7619 526.23810 0.52007524
## MECKLENBURG 1872.1045 1269.1874 727.1099 785.2162 1001.04685 0.50884357
## MITCHELL 1043.8571 795.4286 454.3571 629.4286 81.64286 0.07417470
## MONTGOMERY 1193.0909 863.3182 473.2273 737.9545 456.45455 0.35259915
## MOORE 1657.1228 1212.9123 683.5965 818.2105 382.59649 0.24504187
## NASH 1415.4923 994.6615 564.9231 659.6308 717.64615 0.51998861
## NEW HANOVER 1811.1083 1272.2250 780.3000 910.3667 428.13333 0.23430134
## NORTHAMPTON 876.8182 683.1364 392.1818 530.4545 562.77273 0.58645946
## ONSLOW 1806.2708 1074.7917 667.3438 817.7188 678.06250 0.33634818
## ORANGE 1757.1867 1185.9067 700.3867 766.6933 584.18667 0.30402591
## PAMLICO 923.6154 764.9231 411.6923 593.9231 252.61538 0.25052233
## PASQUOTANK 1424.8077 1031.3077 568.4615 658.0000 685.80769 0.46773913
## PENDER 1804.7500 1299.9375 680.1875 893.7812 465.06250 0.24093321
## PERQUIMANS 1107.8333 842.8333 493.2500 594.6667 312.91667 0.24381010
## PERSON 1489.3077 1074.0000 605.5385 708.7692 508.34615 0.35292864
## PITT 1776.1458 1113.4271 720.5104 818.3646 837.21875 0.45184130
## POLK 1679.0833 1316.9167 753.9167 972.8333 242.91667 0.13838409
## RANDOLPH 1641.6395 1146.8605 651.6395 722.6395 343.16279 0.20997913
## RICHMOND 1064.3415 745.6098 452.3415 521.4634 470.43902 0.41900496
## ROBESON 1475.2386 973.3864 522.3750 603.0114 1129.88636 0.73012599
## ROCKINGHAM 1301.7246 948.7536 539.1449 637.3478 363.60870 0.26714038
## ROWAN 1440.2979 1019.7447 556.3936 652.4362 410.07447 0.28923702
## RUTHERFORD 1255.8846 912.0000 506.6346 659.1346 211.90385 0.17218671
## SAMPSON 1392.7556 944.8222 523.0444 613.5556 688.71111 0.50048924
## SCOTLAND 1208.3333 876.8148 485.6667 566.4815 736.51852 0.57434103
## STANLY 1286.3261 927.2826 515.5870 600.8261 254.45652 0.20703864
## STOKES 1462.8710 1083.9355 622.6452 715.6774 129.74194 0.09390145
## SURRY 1204.6780 858.9322 491.2712 576.7797 192.89831 0.15398007
## SWAIN 1171.7500 821.4167 453.5833 745.9167 448.83333 0.29115646
## TRANSYLVANIA 1298.7600 1014.6000 564.9200 782.4000 129.96000 0.08474291
## TYRRELL 685.0000 660.8000 326.2000 445.8000 384.40000 0.38438057
## UNION 2173.0485 1398.4078 729.7573 773.2427 603.22330 0.27861942
## VANCE 1324.2424 907.1212 510.7273 609.6061 808.51515 0.66034214
## WAKE 2251.0352 1527.2132 858.2374 926.2110 912.88132 0.37327769
## WARREN 1271.8667 961.1333 518.6667 796.5333 823.80000 0.57548578
## WASHINGTON 797.0000 559.0667 338.2000 430.5333 450.13333 0.49759896
## WATAUGA 1560.2903 999.4839 656.6129 1081.2903 141.67742 0.08092238
## WAYNE 1608.5867 1094.7333 642.0400 720.9867 764.82667 0.48479155
## WILKES 1271.4906 925.7925 535.0000 631.6981 160.75472 0.12670923
## WILSON 1450.4364 1004.5818 584.1455 654.6364 780.90909 0.57064458
## YADKIN 1332.5000 951.1786 551.7143 621.4643 209.21429 0.15066664
## YANCEY 1346.8462 1009.1538 569.3846 862.3846 100.53846 0.07497696
## lowincome lowincpct lesshs lesshspct under5 under5pct
## ALAMANCE 549.8673 0.4174402 138.30973 0.16106337 82.71681 0.05534797
## ALEXANDER 582.7917 0.3879962 205.16667 0.19521105 75.91667 0.05013226
## ALLEGHANY 481.3636 0.4884076 175.09091 0.23365562 40.09091 0.04003484
## ANSON 581.5263 0.4721476 185.36842 0.19164984 62.94737 0.04794065
## ASHE 455.0455 0.3879327 144.86364 0.16137970 53.36364 0.04277098
## AVERY 402.4375 0.4580288 145.31250 0.15824990 40.18750 0.03719168
## BEAUFORT 572.0000 0.4676535 119.65714 0.13187570 65.48571 0.04784239
## BERTIE 458.7500 0.4699756 154.75000 0.18105236 42.20000 0.04088192
## BLADEN 556.0645 0.5282522 154.77419 0.19129775 57.90323 0.05804781
## BRUNSWICK 435.1333 0.2979744 105.81111 0.09390192 58.94444 0.03692417
## BUNCOMBE 542.2013 0.3552642 109.04545 0.09264570 83.55844 0.05113294
## BURKE 630.1552 0.4088125 211.34483 0.19905904 73.68966 0.04662198
## CABARRUS 597.0532 0.3273445 141.51064 0.12475242 137.61702 0.06447769
## CALDWELL 536.4839 0.4369692 192.14516 0.20592006 66.72581 0.05082282
## CAMDEN 497.8333 0.2440306 173.66667 0.12930086 82.00000 0.03515260
## CARTERET 283.9583 0.2754435 63.93056 0.08136868 41.16667 0.03641695
## CASWELL 467.7222 0.3974021 190.22222 0.20542034 58.77778 0.04116708
## CATAWBA 584.0211 0.3637524 168.67368 0.15466219 93.47368 0.05579495
## CHATHAM 578.9429 0.3080175 172.17143 0.13077810 98.65714 0.04966536
## CHEROKEE 534.5714 0.4130994 138.66667 0.14873041 53.76190 0.03644420
## CHOWAN 431.2143 0.3595807 120.14286 0.13844495 47.42857 0.03680705
## CLAY 673.8571 0.4301222 136.85714 0.12365401 57.28571 0.04092866
## CLEVELAND 562.4156 0.4598837 138.31169 0.16966641 69.98701 0.05510341
## COLUMBUS 544.1489 0.4751125 154.51064 0.17251402 59.97872 0.04705761
## CRAVEN 535.5312 0.3790846 124.32812 0.13466670 104.43750 0.06345879
## CUMBERLAND 676.5846 0.4321061 97.44103 0.10091263 130.36923 0.07146213
## CURRITUCK 473.8667 0.2669347 132.00000 0.09136921 93.33333 0.04177162
## DARE 323.4688 0.2152911 56.03125 0.05064283 52.40625 0.03357815
## DAVIDSON 574.2407 0.4134189 176.68519 0.18121879 83.22222 0.05200953
## DAVIE 505.0400 0.2957047 159.16000 0.13818610 79.24000 0.04207496
## DUPLIN 911.8824 0.5152684 303.44118 0.25129382 109.44118 0.06085651
## DURHAM 634.9935 0.3464626 158.88889 0.13382685 134.18954 0.06250197
## EDGECOMBE 569.2553 0.5205601 158.25532 0.20412254 66.85106 0.05850100
## FORSYTH 554.8148 0.3857062 114.95885 0.12358054 93.57613 0.05999410
## FRANKLIN 757.2000 0.3926509 237.13333 0.17316196 121.16667 0.05503708
## GASTON 468.1503 0.4083612 131.69364 0.16806135 74.67052 0.05784186
## GATES 345.2000 0.3064562 114.50000 0.13856905 47.60000 0.03636652
## GRAHAM 507.2500 0.5102192 143.87500 0.20654299 44.62500 0.04369245
## GRANVILLE 585.7812 0.3574983 203.81250 0.17857174 90.59375 0.04478424
## GREENE 696.4615 0.4430114 297.69231 0.25728639 82.15385 0.04960535
## GUILFORD 636.1678 0.4118908 129.90411 0.12543561 106.83562 0.06099475
## HALIFAX 514.8431 0.5291127 160.84314 0.23226848 53.37255 0.04872362
## HARNETT 826.8197 0.4079665 187.45902 0.14666013 160.75410 0.06782200
## HAYWOOD 417.1250 0.3501710 112.14583 0.12502418 59.64583 0.04432084
## HENDERSON 485.0972 0.3301508 118.69444 0.10951766 76.79167 0.04756194
## HERTFORD 552.7368 0.4943198 183.00000 0.21197049 58.42105 0.04714758
## HOKE 894.6000 0.4519992 190.76000 0.15621910 186.16000 0.07442228
## HYDE 344.1667 0.3094445 118.16667 0.12494005 46.66667 0.03172541
## IREDELL 452.4196 0.3213845 116.20536 0.12328063 85.83036 0.05558499
## JACKSON 603.6923 0.4158219 120.80769 0.11329549 75.00000 0.04741464
## JOHNSTON 790.8690 0.4130195 206.82143 0.16867690 146.63095 0.06400544
## JONES 711.2857 0.5212350 191.00000 0.18566867 61.85714 0.04480687
## LEE 654.8378 0.4262892 180.08108 0.18384519 104.89189 0.06509165
## LENOIR 572.2128 0.5143607 165.95745 0.21593098 69.74468 0.05918334
## LINCOLN 564.7800 0.3792087 167.14000 0.15292776 82.28000 0.05396395
## MACON 604.5806 0.4300900 170.41935 0.16820049 63.61290 0.03928795
## MADISON 453.8929 0.3840277 104.92857 0.11932434 60.10714 0.04991263
## MARTIN 489.9375 0.3966755 139.31250 0.15180438 59.75000 0.04371874
## MCDOWELL 463.4286 0.4439387 131.76190 0.16717262 58.71429 0.05121487
## MECKLENBURG 553.1171 0.3028222 125.91171 0.10285855 128.72072 0.06522193
## MITCHELL 367.3571 0.3517350 122.92857 0.17358753 47.78571 0.03800812
## MONTGOMERY 526.7727 0.4545660 178.77273 0.20578410 68.77273 0.04861627
## MOORE 482.3333 0.3225237 116.36842 0.11253872 94.08772 0.05588676
## NASH 506.5538 0.3901742 145.21538 0.16136440 81.32308 0.05293687
## NEW HANOVER 627.8333 0.3617816 89.73333 0.07403077 94.28333 0.04764066
## NORTHAMPTON 420.3182 0.4662727 140.36364 0.19343314 42.09091 0.04624607
## ONSLOW 716.0208 0.3990539 94.21875 0.09443355 182.72917 0.08478579
## ORANGE 507.9200 0.3056277 86.37333 0.07371168 87.90667 0.04260098
## PAMLICO 365.2308 0.3808610 91.69231 0.11334706 35.61538 0.03404130
## PASQUOTANK 537.5769 0.4061748 139.42308 0.14148143 95.61538 0.07014012
## PENDER 569.4688 0.3090140 162.15625 0.12100185 104.65625 0.04728447
## PERQUIMANS 423.6667 0.3265051 113.41667 0.11926838 51.00000 0.04028613
## PERSON 557.1154 0.3897150 146.65385 0.15027934 79.19231 0.05030882
## PITT 775.5521 0.4590553 117.94792 0.11242899 108.76042 0.05492115
## POLK 547.0000 0.3180246 119.41667 0.08926729 56.50000 0.03136032
## RANDOLPH 655.4651 0.4104823 213.19767 0.19328012 94.16279 0.05679491
## RICHMOND 522.1220 0.5046213 147.19512 0.19642232 67.78049 0.06309203
## ROBESON 808.3068 0.5562222 223.26136 0.23339339 102.69318 0.06975701
## ROCKINGHAM 528.5652 0.4101226 165.13043 0.17479987 68.18841 0.04927362
## ROWAN 552.0213 0.3882254 150.19149 0.15112388 83.77660 0.05400757
## RUTHERFORD 530.8269 0.4278625 158.55769 0.17539240 65.25000 0.04654670
## SAMPSON 668.5778 0.4881783 210.93333 0.21708758 90.91111 0.06240875
## SCOTLAND 626.5185 0.5494986 176.70370 0.19973572 81.55556 0.06262461
## STANLY 472.6522 0.3902536 138.23913 0.15191692 74.76087 0.05447396
## STOKES 493.3226 0.3482443 178.35484 0.17394059 66.16129 0.04351066
## SURRY 512.8475 0.4217325 186.35593 0.21400064 62.88136 0.05045109
## SWAIN 559.7500 0.4205642 178.41667 0.20406917 74.83333 0.04973617
## TRANSYLVANIA 501.1600 0.3971499 116.00000 0.11777856 56.40000 0.04337018
## TYRRELL 352.2000 0.4084500 161.80000 0.20181076 23.40000 0.02435449
## UNION 518.3592 0.2668766 142.47573 0.11648696 129.07767 0.05687711
## VANCE 661.1212 0.5370607 181.75758 0.21836497 83.75758 0.07088052
## WAKE 527.2527 0.2515221 110.94725 0.07780403 145.90989 0.05845153
## WARREN 581.4667 0.4378546 187.53333 0.18868625 57.13333 0.04445049
## WASHINGTON 385.0000 0.4404899 112.20000 0.18006760 42.40000 0.04705728
## WATAUGA 685.9032 0.4140439 104.61290 0.09945259 57.67742 0.03805517
## WAYNE 722.3067 0.4656346 174.01333 0.17173443 111.17333 0.06342114
## WILKES 549.6226 0.4335968 198.52830 0.21727845 64.24528 0.04622024
## WILSON 632.2545 0.4934099 197.81818 0.22799302 87.72727 0.05433693
## YADKIN 556.3214 0.4282694 180.42857 0.18439632 70.71429 0.05350090
## YANCEY 610.1538 0.4525804 159.69231 0.15618317 63.53846 0.04504534
## over64 over64pct pre1960 pre1960pct vuleopct vuleo
## ALAMANCE 232.8053 0.1771052 149.39823 0.26917124 0.3919140 535.9212
## ALEXANDER 295.3750 0.1978350 98.83333 0.15204557 0.2614009 405.8671
## ALLEGHANY 254.7273 0.2567598 111.36364 0.14555685 0.3073918 308.8310
## ANSON 228.5789 0.1856193 162.52632 0.27776011 0.5158688 670.7667
## ASHE 292.1364 0.2449194 138.45455 0.18089747 0.2326394 276.5605
## AVERY 231.2500 0.2414349 132.43750 0.20044189 0.2765775 300.3192
## BEAUFORT 308.8000 0.2338142 140.51429 0.21691664 0.4263847 519.7859
## BERTIE 206.2500 0.2105177 114.80000 0.23759821 0.5346044 572.3331
## BLADEN 217.8065 0.2077864 86.12903 0.16127426 0.4930751 530.2882
## BRUNSWICK 413.1333 0.3172753 32.61111 0.04079631 0.2229890 348.2231
## BUNCOMBE 313.5844 0.1882356 182.86364 0.25920849 0.2604397 414.2111
## BURKE 296.4828 0.2045420 157.81034 0.22869348 0.2853118 468.8633
## CABARRUS 273.9255 0.1423851 148.53191 0.24402483 0.3324521 657.2000
## CALDWELL 249.4516 0.1942544 141.27419 0.25445192 0.2866018 354.1364
## CAMDEN 297.0000 0.1499563 118.00000 0.15064087 0.2021717 419.5000
## CARTERET 225.5139 0.2491433 88.25000 0.14579878 0.2002290 209.5189
## CASWELL 255.0000 0.2043939 143.33333 0.22032932 0.3936879 495.2352
## CATAWBA 281.4632 0.1737724 132.84211 0.20538870 0.3006963 497.5845
## CHATHAM 465.8857 0.2216028 110.14286 0.14734296 0.2882484 576.4735
## CHEROKEE 372.2381 0.2927199 98.76190 0.12519774 0.2464088 329.2558
## CHOWAN 237.2857 0.2037117 135.00000 0.20327347 0.3442479 424.2037
## CLAY 453.1429 0.2840903 128.42857 0.12577411 0.2424457 386.4494
## CLEVELAND 226.2078 0.1892872 116.22078 0.21392041 0.3743418 454.6878
## COLUMBUS 229.6170 0.2052754 116.02128 0.21920903 0.4357531 530.8153
## CRAVEN 289.7344 0.1856566 107.82812 0.19839682 0.3746689 547.6264
## CUMBERLAND 191.2821 0.1234708 75.18462 0.12772951 0.4968006 828.0457
## CURRITUCK 266.4000 0.1572178 72.06667 0.07546156 0.1848275 349.8125
## DARE 224.4062 0.1591291 87.46875 0.06585532 0.1518827 232.1986
## DAVIDSON 267.2130 0.1801980 125.62963 0.20380424 0.3150962 442.1939
## DAVIE 332.5200 0.2021550 133.28000 0.19491758 0.2241477 382.7131
## DUPLIN 300.8529 0.1803315 148.17647 0.19559573 0.4947542 880.0032
## DURHAM 242.1961 0.1355834 142.73203 0.21464011 0.4489100 915.7598
## EDGECOMBE 208.2766 0.1971776 141.44681 0.28564615 0.5853710 649.2844
## FORSYTH 232.6420 0.1587560 138.97119 0.23743353 0.4102547 611.1772
## FRANKLIN 347.2333 0.1769237 122.73333 0.14287362 0.4043219 783.4805
## GASTON 195.1272 0.1653679 118.75723 0.25656432 0.3504593 407.1872
## GATES 221.3000 0.2040917 121.70000 0.24954233 0.3407402 387.6701
## GRAHAM 248.7500 0.2319127 98.62500 0.15145431 0.3209090 328.2875
## GRANVILLE 297.4688 0.1792519 123.90625 0.22249930 0.4032595 696.1428
## GREENE 245.7692 0.1483293 117.38462 0.17642192 0.4758806 804.7418
## GUILFORD 259.3836 0.1476139 144.51712 0.25187886 0.4575694 772.4190
## HALIFAX 198.0980 0.2124153 141.98039 0.32554635 0.5740369 577.5869
## HARNETT 252.6885 0.1390586 119.26230 0.16789414 0.3976172 834.1685
## HAYWOOD 303.0833 0.2356631 170.29167 0.27994441 0.2099602 256.1733
## HENDERSON 395.8889 0.2535953 111.01389 0.14655408 0.2509543 379.2198
## HERTFORD 238.5263 0.1945493 124.47368 0.24906385 0.5854527 730.2465
## HOKE 192.7600 0.1116875 64.80000 0.10680578 0.5255530 1096.9498
## HYDE 147.8333 0.1205571 72.33333 0.08205631 0.2887973 385.0393
## IREDELL 234.3661 0.1568829 96.66964 0.17699338 0.2845196 412.0953
## JACKSON 306.7692 0.2006694 121.57692 0.12965477 0.2929761 494.0606
## JOHNSTON 289.3571 0.1462530 115.14286 0.17331659 0.3764352 761.6580
## JONES 293.2857 0.2049262 154.00000 0.22027435 0.4357965 618.1292
## LEE 256.7027 0.1586252 113.48649 0.19075968 0.4317508 675.1211
## LENOIR 233.1064 0.1924665 163.97872 0.31277669 0.5367085 600.3022
## LINCOLN 275.2200 0.1702729 100.84000 0.17838677 0.2663940 407.8475
## MACON 283.7097 0.2056833 145.67742 0.21931611 0.2811497 401.6876
## MADISON 344.7500 0.2819852 146.17857 0.17015179 0.2447273 294.2633
## MARTIN 280.3750 0.2184594 153.93750 0.23739674 0.2262388 294.0973
## MCDOWELL 239.5238 0.2352747 161.95238 0.29790155 0.4820070 496.8406
## MECKLENBURG 202.1928 0.1133439 85.37117 0.13903627 0.4058329 780.2090
## MITCHELL 257.7857 0.2524531 167.78571 0.28102585 0.2129549 229.5586
## MONTGOMERY 238.9545 0.2055715 155.72727 0.24909687 0.4035826 513.8405
## MOORE 398.2105 0.2316239 110.12281 0.16990685 0.2837828 435.6780
## NASH 250.6769 0.1859334 125.01538 0.21611892 0.4550814 617.7099
## NEW HANOVER 311.8917 0.1643263 132.41667 0.19807151 0.2980415 543.1824
## NORTHAMPTON 222.7727 0.2596166 140.77273 0.29890600 0.5263661 504.4648
## ONSLOW 174.9688 0.1040546 67.39583 0.11383226 0.3677010 726.9245
## ORANGE 244.8533 0.1307914 98.25333 0.14245257 0.3048268 576.5700
## PAMLICO 275.6154 0.2586799 96.30769 0.16168913 0.3156917 322.7673
## PASQUOTANK 244.8846 0.1725477 160.92308 0.31534397 0.4369570 624.2673
## PENDER 323.0938 0.1809942 87.90625 0.11462612 0.2749736 523.4460
## PERQUIMANS 298.5833 0.1937675 96.50000 0.14325266 0.2851576 371.1532
## PERSON 277.9615 0.2040040 150.92308 0.23806169 0.3713218 537.5622
## PITT 228.5312 0.1349315 89.69792 0.16668811 0.4554483 821.9861
## POLK 501.3333 0.3053656 223.66667 0.22659512 0.2282044 398.8702
## RANDOLPH 281.5465 0.1738452 126.93023 0.18688962 0.3102307 504.3061
## RICHMOND 187.6098 0.1703379 122.90244 0.26032744 0.4618131 504.4140
## ROBESON 215.3977 0.1465583 109.00000 0.20357671 0.6431741 980.2410
## ROCKINGHAM 256.6377 0.2021050 196.75362 0.31364523 0.3386315 450.2984
## ROWAN 249.5319 0.1753235 175.23404 0.29282884 0.3387312 490.9233
## RUTHERFORD 264.5192 0.2189072 163.69231 0.26517778 0.3000246 377.0244
## SAMPSON 241.4667 0.1768444 120.44444 0.20907603 0.4943338 683.7422
## SCOTLAND 220.7407 0.1778456 121.22222 0.24794633 0.5619198 702.2288
## STANLY 244.3913 0.1884201 185.00000 0.34485209 0.2986461 371.7971
## STOKES 293.4839 0.2079573 115.22581 0.16485219 0.2210729 314.8444
## SURRY 240.4915 0.2018956 137.57627 0.23097666 0.2878563 357.2810
## SWAIN 227.5833 0.1929271 107.25000 0.14826737 0.3558603 508.1537
## TRANSYLVANIA 389.0000 0.2880976 145.44000 0.22364280 0.2409464 323.8429
## TYRRELL 175.2000 0.1794784 127.80000 0.23118452 0.3964153 384.6713
## UNION 264.7476 0.1287587 67.33981 0.10678785 0.2727480 566.8866
## VANCE 234.7273 0.1739225 133.51515 0.26420751 0.5987014 740.7816
## WAKE 250.2242 0.1242591 65.79341 0.10077470 0.3123999 727.1955
## WARREN 315.7333 0.2488037 144.33333 0.20662887 0.5066702 716.6377
## WASHINGTON 184.9333 0.2228574 97.13333 0.20507851 0.4690444 418.3383
## WATAUGA 264.5161 0.1773820 135.35484 0.14139952 0.2474831 482.2409
## WAYNE 257.6267 0.1637939 123.17333 0.20809333 0.4752131 752.3040
## WILKES 264.2830 0.2089182 122.67925 0.21392598 0.2801530 359.9629
## WILSON 251.0727 0.1758329 146.32727 0.27139031 0.5320272 715.1185
## YADKIN 257.4286 0.1938092 145.67857 0.24983535 0.2894680 385.4222
## YANCEY 336.8462 0.2496380 170.30769 0.21326206 0.2637787 358.0441
## dispeo dslpm cancer resp pnpl prmp
## ALAMANCE 32.591983 0.31652977 34.59308 0.4576592 0.018487268 0.46651075
## ALEXANDER -141.949213 0.17280304 30.84475 0.3938572 0.037912568 0.09692420
## ALLEGHANY -44.500683 0.09937925 21.84325 0.2680125 0.049249745 0.04654865
## ANSON 199.008126 0.17955891 35.18457 0.4911926 0.045261657 0.05523394
## ASHE -154.695441 0.09294807 20.98061 0.2573567 0.070518297 0.02690828
## AVERY -87.110398 0.09034049 20.49582 0.2441193 0.016394080 0.02883423
## BEAUFORT 41.685262 0.15565777 26.63451 0.3599771 0.156930039 0.21707499
## BERTIE 224.436740 0.13397961 26.28007 0.3434102 0.016108952 0.17717621
## BLADEN 144.346120 0.14271858 29.93067 0.4174150 0.025594423 0.18182049
## BRUNSWICK -151.043062 NA NA NA 0.069348304 0.14680634
## BUNCOMBE -171.080960 0.25221749 27.28900 0.3505627 0.170159994 0.23896088
## BURKE -79.000322 0.22037398 32.32983 0.4271602 0.018509797 0.60736785
## CABARRUS -101.875670 0.43115183 38.02914 0.5219152 0.215837087 0.40999325
## CALDWELL -113.060554 0.20561481 31.33500 0.4103644 0.020028869 0.79875696
## CAMDEN -197.223193 0.15473071 23.80679 0.3058080 0.016490846 0.14004003
## CARTERET -129.530331 NA NA NA 0.042450175 0.04642283
## CASWELL 47.643057 0.17573368 30.89038 0.4054905 0.038654448 0.09087409
## CATAWBA -86.769046 0.27514719 35.77856 0.4574717 0.043979867 0.71651389
## CHATHAM -129.813681 0.21132811 33.67628 0.4570581 0.030940689 0.39990107
## CHEROKEE -137.412566 0.11272115 25.91320 0.3310356 0.011506724 0.11398211
## CHOWAN 64.816078 0.14649305 24.60909 0.3230565 0.012155968 0.04779760
## CLAY -160.690102 0.09703504 24.81827 0.3090753 0.012503830 0.05276495
## CLEVELAND 7.754956 0.27300703 36.16066 0.4749268 0.106017820 0.39733422
## COLUMBUS 106.580370 0.14971195 30.14047 0.4188799 0.038614054 0.06998162
## CRAVEN -22.869893 0.15709208 28.68126 0.4230975 0.106926145 0.42529881
## CUMBERLAND 224.803074 NA NA NA 0.172371297 0.38488849
## CURRITUCK -259.318962 NA NA NA 0.016751439 0.09288359
## DARE -163.410813 NA NA NA 0.007005027 0.16419952
## DAVIDSON -97.844722 0.30975191 35.46591 0.4711024 0.027097171 0.47450556
## DAVIE -212.217265 0.26214080 33.62059 0.4463013 0.039966488 0.19717246
## DUPLIN 264.714198 0.15359399 29.10694 0.3960308 0.018890780 0.19092452
## DURHAM 206.299586 0.42433954 39.47396 0.4954464 0.072952634 0.48767075
## EDGECOMBE 247.364121 0.21027140 29.79396 0.3903928 0.015702364 0.60229497
## FORSYTH 69.565758 0.32319878 35.65933 0.4513286 0.027115581 0.45475852
## FRANKLIN 17.201756 0.19755063 32.25461 0.4315558 0.029152717 0.14192604
## GASTON -36.250065 0.37583540 39.66390 0.5181158 0.333406657 1.08978188
## GATES -21.892642 0.15082953 26.09084 0.3409217 0.022082794 0.05798133
## GRAHAM -50.574856 0.08549048 22.75260 0.2944589 0.015646146 0.05651647
## GRANVILLE 44.479119 0.22703138 34.50889 0.4544088 0.309771440 0.23518987
## GREENE 232.352740 0.15781048 28.32582 0.3730194 0.018346811 0.06687062
## GUILFORD 137.304832 NA NA NA 0.014239096 0.68341145
## HALIFAX 218.267264 0.22280477 31.13998 0.4217635 0.012602661 0.48075172
## HARNETT 77.217501 0.21282488 34.21505 0.4802159 0.031884113 0.26290582
## HAYWOOD -189.773316 0.13080635 22.33353 0.2847963 0.263121311 0.56991820
## HENDERSON -179.753889 NA NA NA 0.159313674 0.19636730
## HERTFORD 279.982308 0.15574047 27.98550 0.3665439 0.014607220 0.08537003
## HOKE 342.657287 NA NA NA 0.075163949 0.69033708
## HYDE 66.671538 NA NA NA 0.008852141 0.01458916
## IREDELL -133.516704 0.33445751 35.22766 0.4816882 0.167157907 0.65273912
## JACKSON -81.597925 0.10358560 22.44427 0.2850856 0.061130664 0.13627221
## JOHNSTON -44.453147 0.26336824 32.23070 0.4457265 0.025035707 0.41393380
## JONES 127.560687 0.12913767 28.38102 0.4164428 0.030255525 0.07672506
## LEE 99.544223 0.23751193 34.57777 0.5685818 0.024198807 0.32997824
## LENOIR 169.028421 0.19174867 28.79850 0.3973143 0.018016999 0.40917782
## LINCOLN -169.082360 0.27066314 35.37423 0.4688820 0.040408049 0.53119444
## MACON -113.720770 0.18049430 27.73757 0.3567475 0.027711393 0.22703076
## MADISON -141.024552 0.10728014 24.04552 0.3083235 0.023084511 0.26052792
## MARTIN -179.757404 0.12293083 23.88297 0.3029172 0.033400503 0.11140618
## MCDOWELL 107.995216 0.15708419 26.69859 0.3526753 0.031709454 0.17037817
## MECKLENBURG 107.345544 NA NA NA 0.067862546 0.66508485
## MITCHELL -150.954604 0.11498830 22.19441 0.2720081 0.020664862 0.04479133
## MONTGOMERY 73.697335 0.16986314 34.81807 0.4974464 0.024453482 0.29464461
## MOORE -158.565803 0.18304542 35.46156 0.4806656 0.227353908 0.17509230
## NASH 105.464282 0.25970971 31.13754 0.4141487 0.014516391 0.47430853
## NEW HANOVER -118.674851 NA NA NA 0.128909967 0.46380382
## NORTHAMPTON 179.469161 0.16710775 29.46246 0.3895834 0.012196882 0.22838202
## ONSLOW 11.467733 NA NA NA 0.286745662 0.19709319
## ORANGE -98.480650 0.34352809 36.04644 0.4767221 0.040670809 0.14261019
## PAMLICO -24.404257 NA NA NA 0.039207659 0.15626147
## PASQUOTANK 86.440134 0.20981541 24.66018 0.3213893 0.017189212 0.65990225
## PENDER -129.833675 NA NA NA 0.036057435 0.09209085
## PERQUIMANS -26.112882 0.14477123 23.80005 0.3060401 0.012246907 0.22487321
## PERSON 2.105488 0.19609886 31.66348 0.4144187 0.185567328 0.29293685
## PITT 167.555219 0.24078693 29.04834 0.3926509 0.036455741 0.27846276
## POLK -204.983705 0.19421313 30.18075 0.3892443 0.054191449 0.06769332
## RANDOLPH -84.483258 0.26155204 34.46271 0.4531987 0.015957430 0.33723267
## RICHMOND 114.023843 0.20145933 35.34499 0.4992846 0.109754706 0.41265198
## ROBESON 443.135290 0.22040500 32.47018 0.4575729 0.024348766 0.54838042
## ROCKINGHAM -18.222421 0.21340966 31.89096 0.4139661 0.021662653 0.54577698
## ROWAN -35.121845 0.35304974 36.59263 0.4923564 0.121167003 0.52435863
## RUTHERFORD -76.162290 0.21621754 34.06881 0.4507877 0.030520071 0.44827288
## SAMPSON 183.444967 0.16318634 30.51232 0.4137775 0.024504754 0.34267322
## SCOTLAND 239.642104 0.19567271 35.15641 0.4991327 0.030816195 0.30240859
## STANLY -98.782171 0.25156630 38.86160 0.4982897 0.031207508 0.30997159
## STOKES -209.658893 0.17646868 29.92433 0.3784246 0.024554835 0.09221757
## SURRY -75.558754 0.18749997 28.03075 0.3634573 0.032553165 0.42729318
## SWAIN 87.421784 NA NA NA 0.028924486 0.04305214
## TRANSYLVANIA -150.970825 0.10196269 24.20718 0.2988564 0.036143224 0.20702273
## TYRRELL 92.880395 0.12935258 23.23082 0.2950123 0.009602298 0.13897133
## UNION -212.679081 0.33612482 36.75110 0.5062466 0.050049336 0.34594334
## VANCE 263.339938 0.23126831 33.08215 0.4339669 0.053054379 0.35135000
## WAKE -87.512275 0.42932467 36.51520 0.4943147 0.127167325 0.22285693
## WARREN 243.590316 0.16923835 30.93600 0.4110591 0.023064707 0.04557286
## WASHINGTON 131.293687 0.13331156 24.87767 0.3325719 0.018353096 0.30255465
## WATAUGA -136.091413 0.12426784 21.94132 0.2672414 0.025480489 0.02745375
## WAYNE 166.682069 0.20878279 31.65313 0.4197343 0.013158771 0.18919366
## WILKES -97.558045 0.15159615 27.88877 0.3647305 0.036488529 0.68584650
## WILSON 191.312987 0.25919652 31.51647 0.4133079 0.014350935 0.95566333
## YADKIN -91.041604 0.20863734 30.39726 0.4044873 0.127921350 0.17458549
## YANCEY -123.315183 0.09633023 21.61371 0.2668410 0.028564969 0.04211164
## ptsdf ozone pm25 d_dslpm_2 d_cancr_2 d_pnpl_2
## ALAMANCE 1.08713271 43.45316 8.297337 20.551376 1203.8700 0.5917337
## ALEXANDER 0.12815287 43.16748 8.401689 -24.041662 -4428.8246 -4.8455965
## ALLEGHANY 0.04657801 42.31874 7.133256 -4.067480 -987.8557 -2.1888089
## ANSON 0.23587285 42.09358 7.856333 36.596005 7057.9545 8.6984956
## ASHE 0.22496000 42.85610 6.934824 -13.882709 -3251.3249 -12.4242546
## AVERY 0.05077100 42.75757 6.909698 -7.962184 -1806.5473 -1.4888087
## BEAUFORT 0.27701601 39.17018 7.163471 11.160443 1190.8372 32.3761427
## BERTIE 0.05320158 39.68727 7.278513 30.140105 5922.3808 3.9088078
## BLADEN 0.16304169 39.02552 7.724246 20.639936 4327.5557 4.1458859
## BRUNSWICK 0.36927853 37.20899 7.038491 NA NA -10.6908290
## BUNCOMBE 1.47101235 43.01987 7.345986 -34.807720 -4595.5819 -31.6276999
## BURKE 0.60848659 42.68886 8.180606 -14.220791 -2495.3479 -1.5658187
## CABARRUS 0.67363869 46.20573 8.761144 -33.020743 -3669.8362 6.1549285
## CALDWELL 1.46360828 42.81260 8.063705 -19.448456 -3585.2037 -2.5014372
## CAMDEN 0.09201705 40.84772 6.815600 -31.166904 -4722.7950 -4.2889766
## CARTERET 0.29240034 NA NA NA NA -5.9471799
## CASWELL 0.11376247 42.59759 8.082435 7.942334 1467.0650 1.6848854
## CATAWBA 1.54476147 44.06155 8.792430 -17.436018 -2885.2142 -5.1299145
## CHATHAM 0.14415137 42.77030 8.350016 -32.181789 -4622.3431 -9.2225248
## CHEROKEE 0.15278969 39.93143 7.372454 -16.497980 -3658.6480 -1.5119331
## CHOWAN 0.06446356 39.48394 7.050079 10.168985 1613.3788 0.9058248
## CLAY 0.07688091 38.52373 7.243753 -15.284781 -3979.9191 -2.0101190
## CLEVELAND 0.61789945 43.77920 8.837614 6.773251 343.0038 3.6018711
## COLUMBUS 0.31620173 37.60878 7.551723 16.496518 3253.2133 5.6111725
## CRAVEN 0.37592439 38.15876 7.074984 -1.149317 -815.0022 -8.6836342
## CUMBERLAND 0.95848908 42.57637 8.496981 NA NA 51.3032435
## CURRITUCK 0.04610997 NA NA NA NA -5.9192294
## DARE 0.21525972 NA NA NA NA -1.5999880
## DAVIDSON 0.85883220 45.75724 8.415621 -18.788098 -3233.2286 -2.6541790
## DAVIE 0.32604591 45.29172 8.444352 -54.564412 -7137.7812 -8.3060765
## DUPLIN 0.11223393 38.91913 7.685799 42.282331 7716.2569 4.3315632
## DURHAM 2.53619109 43.33128 8.889867 99.323169 8727.8340 15.0891989
## EDGECOMBE 0.44352947 41.06751 7.849900 59.011437 7571.0044 3.6399680
## FORSYTH 2.80220190 45.62033 8.323611 32.605858 2701.6437 1.2231501
## FRANKLIN 0.26961895 42.36211 8.351386 1.722497 535.1733 0.6129208
## GASTON 1.69676397 44.64218 9.068831 -5.934967 -1126.4565 2.6733595
## GATES 0.07133688 39.87465 7.206519 -3.327160 -566.2376 -0.5275630
## GRAHAM 0.07363816 41.10496 7.178174 -5.027040 -1171.6520 -0.8971101
## GRANVILLE 0.82028443 42.89987 8.461853 16.227701 1752.3992 66.8292110
## GREENE 0.09456515 40.92197 7.861686 36.680871 6588.0666 4.1996196
## GUILFORD 3.47950235 45.49677 8.297834 NA NA 1.8795799
## HALIFAX 0.39617224 40.64639 7.813898 43.870843 6684.4612 2.7857882
## HARNETT 0.17011664 42.33418 8.512906 17.262215 2627.8827 2.5933520
## HAYWOOD 0.23949379 43.09712 7.094344 -23.576567 -4205.6319 -44.9660626
## HENDERSON 0.85179504 42.23842 7.545074 NA NA -22.5928132
## HERTFORD 0.24381093 39.84965 7.400615 42.835331 7816.2670 4.1457976
## HOKE 0.12642215 42.44037 8.237348 NA NA 22.2835949
## HYDE 0.01079700 NA NA NA NA 0.9905509
## IREDELL 0.78886206 45.18093 8.764580 -39.305533 -4823.7465 1.5717447
## JACKSON 0.16023591 40.21792 7.084506 -10.091257 -1871.3535 -5.5929307
## JOHNSTON 0.23723157 41.76211 8.473712 -9.279486 -1500.3830 -2.2163470
## JONES 0.06736424 38.41021 7.287337 16.318307 3657.2599 4.0569737
## LEE 0.98595583 42.39778 8.334647 28.768817 3472.7808 2.2668094
## LENOIR 0.24472760 40.11526 7.688266 35.785793 4908.2969 3.0015053
## LINCOLN 0.71207911 44.62358 8.937224 -40.577344 -5884.8501 -7.3761768
## MACON 0.40135613 42.49923 7.532774 -16.968279 -3077.8925 -3.2626041
## MADISON 0.04351834 37.77120 7.115526 -13.922160 -3354.1415 -3.2152458
## MARTIN 0.27539939 43.80217 7.177182 -22.799946 -4321.9475 -6.5309125
## MCDOWELL 0.03827832 40.02853 7.372141 17.610881 2897.1718 2.6588976
## MECKLENBURG 2.90562508 45.63926 9.053602 NA NA 9.7903646
## MITCHELL 0.20259426 42.99487 6.937168 -17.519777 -3352.1092 -3.1144198
## MONTGOMERY 0.13744873 42.48438 7.548112 12.808992 2579.9124 2.4536235
## MOORE 0.20682394 42.23749 7.873792 -28.471171 -5800.1959 -30.5899005
## NASH 0.76606257 41.45326 8.070645 31.534701 3323.5950 1.4960622
## NEW HANOVER 2.50534509 NA NA NA NA 0.6620284
## NORTHAMPTON 0.14664309 40.25518 7.667405 31.739172 5377.0854 2.0529568
## ONSLOW 0.63343122 NA NA NA NA 37.7457720
## ORANGE 1.70097135 43.06996 8.642183 -26.492157 -3277.0682 -3.5618019
## PAMLICO 0.12481899 NA NA NA NA -1.8526777
## PASQUOTANK 0.72070612 40.29246 6.873827 24.157500 2222.2731 1.5422046
## PENDER 0.12745439 NA NA NA NA -4.9715778
## PERQUIMANS 0.07536073 39.66935 6.968614 -3.732316 -600.7129 -0.3830521
## PERSON 0.28197182 42.80025 8.243473 7.858191 156.6856 18.4907939
## PITT 1.40174886 40.68700 7.640995 46.381466 4914.9433 6.1619742
## POLK 0.06543010 42.61664 8.065378 -40.768210 -6189.2647 -11.8460834
## RANDOLPH 0.95011376 44.24613 8.098258 -18.110936 -2812.9806 -1.4765618
## RICHMOND 0.31866491 41.82070 7.775240 23.949293 4014.6142 11.4159067
## ROBESON 0.31598072 40.78964 8.097868 93.864929 14312.4573 11.1722174
## ROCKINGHAM 0.72282342 43.40692 7.935987 -2.351094 -561.4391 -0.1120998
## ROWAN 0.84194379 45.84296 8.610601 -1.456152 -1092.5594 1.1215722
## RUTHERFORD 0.52553177 43.01237 8.377364 -12.060370 -2452.1705 -2.2982708
## SAMPSON 0.24234168 40.44053 8.094001 29.088417 5546.7069 3.8187215
## SCOTLAND 0.28337228 41.85259 8.046123 48.043113 8486.5525 7.2844649
## STANLY 0.19452894 43.96000 8.056566 -19.782266 -3404.0299 -4.2377916
## STOKES 0.32579919 43.85664 7.818871 -36.860752 -6276.2788 -5.4273462
## SURRY 0.17932866 42.81762 7.638205 -13.312812 -2111.8831 -2.5116317
## SWAIN 0.20126995 40.71103 7.311667 NA NA 3.9835576
## TRANSYLVANIA 0.76833204 41.13817 7.122076 -16.078811 -3692.1865 -5.7060760
## TYRRELL 0.03473965 38.95505 6.717312 12.014319 2157.6878 1.1212571
## UNION 1.01051814 43.77941 8.611828 -67.587978 -7958.5588 -12.8474404
## VANCE 0.60129843 42.10568 8.223186 61.006643 8724.8916 13.0669557
## WAKE 2.04847960 43.24921 8.914699 -22.203707 -3083.1211 -11.3647092
## WARREN 0.04271949 41.31524 7.980443 40.327023 7541.5281 6.0486761
## WASHINGTON 0.05122357 39.13543 7.030489 17.607095 3307.8067 2.6680361
## WATAUGA 0.43563828 42.88532 6.975358 -14.157800 -2943.2669 -3.6352602
## WAYNE 0.54042891 41.01689 8.147968 38.922582 5520.0693 2.0729228
## WILKES 0.32942549 42.38774 7.707809 -12.019035 -2652.8743 -3.6963547
## WILSON 0.60423848 41.58397 8.106571 52.645706 6138.7943 2.6572699
## YADKIN 0.19750888 43.62504 8.100779 -16.699409 -2764.4715 -9.7790314
## YANCEY 0.35770114 43.58217 6.937257 -11.385999 -2649.4924 -3.5844913
## d_ptsdf_2 d_ozone_2 d_pm25_2 region arealand areawater
## ALAMANCE 26.870053 1412.7912 275.69598 4 9705172 247718.31
## ALEXANDER -20.473410 -6126.9818 -1194.02764 4 28056590 393582.83
## ALLEGHANY -2.472353 -1882.2382 -321.03837 4 55191000 337730.82
## ANSON 62.906865 8363.9082 1560.80197 4 72446218 768590.16
## ASHE -33.067156 -6622.9999 -1074.63713 4 50040991 367869.32
## AVERY -5.161336 -3720.8510 -603.55075 4 40037633 27830.31
## BEAUFORT 60.770019 1664.1217 307.71381 4 61565730 9684688.54
## BERTIE 10.760871 8919.1509 1639.44463 4 90542929 5454406.80
## BLADEN 20.649824 5627.3801 1112.53197 4 73093152 1064866.65
## BRUNSWICK -71.182700 -5627.6207 -1058.05120 4 24437611 5765756.80
## BUNCOMBE -155.673361 -7355.8743 -1256.31243 4 11041032 58070.15
## BURKE -26.736616 -3384.0428 -652.44374 4 22605981 357239.59
## CABARRUS -49.727602 -4691.6710 -889.47173 4 9953214 74539.27
## CALDWELL -34.284646 -4853.3678 -927.94003 4 19712782 113522.63
## CAMDEN -21.003086 -8023.2817 -1355.29350 4 103741447 30185484.17
## CARTERET -37.628896 NA NA 4 18259670 29597977.11
## CASWELL 4.358018 2023.8269 383.94511 4 61205150 480215.61
## CATAWBA 108.927675 -3859.3651 -763.77852 4 10942641 399422.35
## CHATHAM -48.818261 -5567.3707 -1158.05598 4 50446868 2018138.14
## CHEROKEE -23.460125 -5475.3532 -1022.56329 4 56182579 1372616.38
## CHOWAN 6.340625 2556.6407 456.73971 4 31941424 11283297.29
## CLAY -11.908486 -6187.3632 -1162.38009 4 79543501 2145393.57
## CLEVELAND 27.185857 343.2925 71.52735 4 15614148 132462.92
## COLUMBUS 56.877641 4003.8245 802.22877 4 51695964 930300.91
## CRAVEN 14.583209 -837.4091 -155.75899 4 28594956 2698672.06
## CUMBERLAND 219.351608 9598.2731 1916.24931 4 8667309 78378.02
## CURRITUCK -13.446060 NA NA 4 45227721 45668265.87
## DARE -49.567393 NA NA 4 31017168 93766326.81
## DAVIDSON 49.439837 -4476.5123 -820.86207 4 13265850 346779.90
## DAVIE -71.887248 -9617.6567 -1788.75372 4 27318712 295964.04
## DUPLIN 22.174539 10382.2872 2060.47422 4 62063541 417449.38
## DURHAM 642.048733 8958.4183 1849.54677 4 4849070 193160.93
## EDGECOMBE 144.296965 10169.6682 1952.81060 4 27852463 79027.81
## FORSYTH 447.856464 3215.2821 584.02608 4 4346296 48495.04
## FRANKLIN -3.971657 689.6062 129.34560 4 42458569 239289.40
## GASTON 122.561959 -1630.3906 -329.21562 4 5325499 119233.55
## GATES -2.414226 -872.4392 -156.60694 4 88218172 1329200.80
## GRAHAM -3.744216 -2075.0431 -365.84585 4 94523270 3132579.12
## GRANVILLE 134.634349 1890.2985 371.67512 4 43057817 453239.12
## GREENE 23.713563 9504.4834 1826.07701 4 53142391 93645.31
## GUILFORD 846.567614 6257.0133 1147.20753 4 5728933 104180.57
## HALIFAX 48.171735 8879.3636 1704.97188 4 36754266 331863.08
## HARNETT 14.628112 3260.2272 653.52078 4 25264115 268315.61
## HAYWOOD -43.633784 -8171.0675 -1344.17127 4 29869038 50801.62
## HENDERSON -131.960213 -7587.5981 -1347.88146 4 13415068 76909.72
## HERTFORD 81.766808 11155.0741 2069.00279 4 48141543 986179.95
## HOKE 35.941428 14529.8940 2821.84540 4 40416017 158293.84
## HYDE 1.162028 NA NA 4 264322562 365493493.83
## IREDELL -7.998501 -6096.9352 -1185.70080 4 13278118 537423.62
## JACKSON -21.810297 -3208.9149 -580.48084 4 48930129 375165.04
## JOHNSTON 10.276220 -1893.8139 -394.15708 4 24396212 137658.19
## JONES 7.905455 4868.1102 921.52809 4 174405280 861689.29
## LEE 274.399867 4221.5015 834.74241 4 17854254 289872.68
## LENOIR 45.188111 6787.8277 1298.48307 4 21992128 125538.32
## LINCOLN -61.355040 -7610.6373 -1511.69317 4 15324508 467293.00
## MACON -31.250327 -4837.4645 -851.39914 4 36757340 450867.16
## MADISON -6.348176 -5315.1500 -1000.27333 4 47691305 378294.18
## MARTIN -62.643841 -7864.0550 -1288.82711 4 72781108 302547.69
## MCDOWELL 4.101619 4338.0003 800.79181 4 56292151 35552.86
## MECKLENBURG 488.219227 4988.0378 975.92941 4 2443328 105115.93
## MITCHELL -32.540697 -6498.1933 -1048.69635 4 40931456 116285.21
## MONTGOMERY 10.200370 3067.7774 542.01835 4 57865566 1178178.23
## MOORE -21.820700 -6697.1092 -1252.35255 4 31701357 363524.12
## NASH 122.542673 4371.2015 851.37853 4 21534459 95043.48
## NEW HANOVER 61.446172 NA NA 4 4148354 2949491.43
## NORTHAMPTON 23.247924 7236.1099 1383.15040 4 63177177 1637540.14
## ONSLOW 87.909405 NA NA 4 20556435 3864819.19
## ORANGE 7.150624 -4238.7095 -844.17852 4 13728066 118333.24
## PAMLICO 2.115135 NA NA 4 67041199 44851672.15
## PASQUOTANK 151.600314 3479.5683 593.61949 4 22600633 6220967.92
## PENDER -43.661769 NA NA 4 70520162 5088548.94
## PERQUIMANS -5.012284 -1039.1365 -180.70475 4 53341640 17652458.08
## PERSON 53.187849 90.9426 14.49219 4 39082367 1200720.04
## PITT 404.075452 6847.3815 1286.11669 4 17600209 85915.04
## POLK -13.917710 -8734.7907 -1654.64357 4 51300526 163669.58
## RANDOLPH -16.144480 -3791.8971 -693.41967 4 23560418 230245.31
## RICHMOND 44.309148 4772.4339 889.46887 4 29924065 378975.37
## ROBESON 108.347311 18175.1179 3600.08375 4 27879951 57686.30
## ROCKINGHAM 30.122316 -831.7208 -143.43051 4 21231595 267556.83
## ROWAN 83.884744 -1603.3524 -300.74232 4 14092801 342931.88
## RUTHERFORD -22.498194 -3265.9712 -626.86692 4 28163005 90245.92
## SAMPSON 60.106797 7336.9841 1466.96740 4 54430165 109418.36
## SCOTLAND 80.502987 10032.1969 1930.90257 4 30613706 142295.74
## STANLY -25.704413 -4376.4992 -808.38870 4 22247184 548755.46
## STOKES -61.845069 -9187.2788 -1639.36547 4 37514194 567236.87
## SURRY -12.637766 -3240.1925 -578.82070 4 23430269 175213.41
## SWAIN 2.156075 3713.3598 621.69114 4 113900872 2701347.25
## TRANSYLVANIA -77.628447 -6219.0757 -1083.50442 4 39205660 204405.56
## TYRRELL 4.175012 3618.1602 623.90660 4 202420784 106914890.40
## UNION -188.926294 -9362.5210 -1870.17017 4 15909268 174911.46
## VANCE 173.633556 11081.3609 2164.50686 4 19809334 1278306.94
## WAKE -39.392885 -3800.9853 -779.20077 4 4752042 127631.20
## WARREN 11.418495 10088.0839 1950.18155 4 74094196 2621338.93
## WASHINGTON 8.512272 5146.9329 926.95529 4 59830414 13018813.33
## WATAUGA -6.007321 -5828.4766 -952.20496 4 26101949 75234.16
## WAYNE 160.277817 6811.2478 1354.87258 4 19128510 131402.55
## WILKES -1.835258 -4138.7287 -751.11986 4 36872637 129479.87
## WILSON 84.425278 7954.1711 1549.22281 4 17309323 260594.36
## YADKIN -11.400715 -3990.1952 -737.88510 4 30982004 258306.93
## YANCEY -43.146908 -5385.6333 -856.48143 4 62277694 117273.92
## npl_cnt tsdf_cnt shape_length shape_area
## ALAMANCE 0.000000000 0.10619469 16632.472 15255287
## ALEXANDER 0.000000000 0.04166667 32339.270 43472594
## ALLEGHANY 0.000000000 0.00000000 47686.766 86083790
## ANSON 0.000000000 0.05263158 48568.005 109294568
## ASHE 0.045454545 0.09090909 50378.349 78033330
## AVERY 0.000000000 0.00000000 45198.050 61461012
## BEAUFORT 0.028571429 0.02857143 44564.024 107704421
## BERTIE 0.000000000 0.05000000 61154.495 147220913
## BLADEN 0.000000000 0.06451613 50571.628 109751216
## BRUNSWICK 0.022222222 0.11111111 26881.791 44096242
## BUNCOMBE 0.019480519 0.16883117 19188.706 16829296
## BURKE 0.000000000 0.12068966 27128.920 34938538
## CABARRUS 0.010638298 0.12765957 15343.280 15120860
## CALDWELL 0.000000000 0.22580645 23384.365 30319498
## CAMDEN 0.000000000 0.00000000 73406.074 206828689
## CARTERET 0.000000000 0.04166667 30488.246 71248256
## CASWELL 0.000000000 0.00000000 48318.567 95389232
## CATAWBA 0.000000000 0.24210526 19163.296 17219368
## CHATHAM 0.000000000 0.05714286 41599.773 79732056
## CHEROKEE 0.000000000 0.09523810 50631.563 86252274
## CHOWAN 0.000000000 0.00000000 37789.929 66391123
## CLAY 0.000000000 0.00000000 60531.914 122190903
## CLEVELAND 0.012987013 0.10389610 22651.292 23713701
## COLUMBUS 0.021276596 0.06382979 40543.603 77242900
## CRAVEN 0.015625000 0.04687500 28380.221 46878668
## CUMBERLAND 0.010256410 0.07692308 14382.874 13079212
## CURRITUCK 0.000000000 0.00000000 64336.665 140467177
## DARE 0.000000000 0.06250000 54538.082 189463000
## DAVIDSON 0.000000000 0.11111111 20407.911 20734270
## DAVIE 0.000000000 0.08000000 32458.768 42204499
## DUPLIN 0.000000000 0.02941176 48818.850 93187525
## DURHAM 0.000000000 0.25490196 11840.642 7726971
## EDGECOMBE 0.000000000 0.04255319 28704.803 42671458
## FORSYTH 0.000000000 0.19341564 11063.320 6750868
## FRANKLIN 0.000000000 0.13333333 40874.076 65509433
## GASTON 0.023121387 0.13872832 13072.568 8191518
## GATES 0.000000000 0.00000000 64364.255 138657055
## GRAHAM 0.000000000 0.12500000 63864.260 147122814
## GRANVILLE 0.062500000 0.21875000 36843.194 67132497
## GREENE 0.000000000 0.00000000 47917.445 80468939
## GUILFORD 0.000000000 0.25684932 11907.427 8948744
## HALIFAX 0.000000000 0.03921569 32279.681 57151700
## HARNETT 0.000000000 0.03278689 29421.345 38483227
## HAYWOOD 0.041666667 0.04166667 29469.504 45304974
## HENDERSON 0.013888889 0.15277778 21643.093 20319338
## HERTFORD 0.000000000 0.10526316 42400.040 75903271
## HOKE 0.000000000 0.00000000 31517.511 60633209
## HYDE 0.000000000 0.00000000 151760.736 950206957
## IREDELL 0.017857143 0.12500000 19971.202 21050578
## JACKSON 0.000000000 0.03846154 43113.570 74167011
## JOHNSTON 0.000000000 0.09523810 29534.581 37114395
## JONES 0.000000000 0.00000000 99962.269 261941044
## LEE 0.000000000 0.21621622 22462.512 27419126
## LENOIR 0.000000000 0.08510638 26119.300 33230534
## LINCOLN 0.000000000 0.16000000 22803.171 23870414
## MACON 0.000000000 0.12903226 37512.136 56516678
## MADISON 0.000000000 0.00000000 42171.371 72066349
## MARTIN 0.000000000 0.06250000 55825.639 111497894
## MCDOWELL 0.000000000 0.00000000 48085.940 85902875
## MECKLENBURG 0.001801802 0.17837838 8468.602 3829650
## MITCHELL 0.000000000 0.07142857 44699.656 62867433
## MONTGOMERY 0.000000000 0.04545455 47457.842 88913635
## MOORE 0.052631579 0.05263158 31083.286 48260569
## NASH 0.000000000 0.13846154 25404.856 33088916
## NEW HANOVER 0.008333333 0.24166667 12658.684 10397404
## NORTHAMPTON 0.000000000 0.04545455 51636.378 100291031
## ONSLOW 0.020833333 0.08333333 23390.838 36225054
## ORANGE 0.000000000 0.09333333 18513.247 21232346
## PAMLICO 0.000000000 0.07692308 57417.720 167753223
## PASQUOTANK 0.000000000 0.11538462 24384.921 44424126
## PENDER 0.000000000 0.03125000 51381.074 111633040
## PERQUIMANS 0.000000000 0.08333333 47811.228 109183126
## PERSON 0.038461538 0.03846154 31776.675 62288065
## PITT 0.000000000 0.17708333 21208.881 26805215
## POLK 0.000000000 0.00000000 47430.436 77398465
## RANDOLPH 0.000000000 0.13953488 27449.779 36162186
## RICHMOND 0.024390244 0.02439024 26139.204 45271555
## ROBESON 0.000000000 0.05681818 30367.812 41372113
## ROCKINGHAM 0.000000000 0.15942029 27001.804 33248253
## ROWAN 0.010638298 0.12765957 19003.383 21903895
## RUTHERFORD 0.000000000 0.09615385 28997.415 42619730
## SAMPSON 0.000000000 0.02222222 43645.134 81452028
## SCOTLAND 0.000000000 0.11111111 28346.420 45765284
## STANLY 0.000000000 0.06521739 26219.210 34310976
## STOKES 0.000000000 0.06451613 39602.696 58901445
## SURRY 0.000000000 0.05084746 29707.953 36523192
## SWAIN 0.000000000 0.08333333 64159.966 176258315
## TRANSYLVANIA 0.000000000 0.20000000 38617.028 59158429
## TYRRELL 0.000000000 0.00000000 99363.756 472064660
## UNION 0.000000000 0.19417476 20752.713 24018825
## VANCE 0.000000000 0.06060606 23628.939 32586051
## WAKE 0.006593407 0.16263736 11247.369 7431963
## WARREN 0.000000000 0.00000000 55853.226 118641479
## WASHINGTON 0.000000000 0.00000000 45613.673 111088118
## WATAUGA 0.000000000 0.06451613 35324.135 40313310
## WAYNE 0.000000000 0.05333333 24325.845 29025849
## WILKES 0.000000000 0.07547170 36349.714 56948215
## WILSON 0.000000000 0.12727273 21296.158 26702991
## YADKIN 0.035714286 0.03571429 32201.204 48024718
## YANCEY 0.000000000 0.15384615 54798.255 95288563names(ej.matrix)## [1] "num_tested" "per_tested" "num_high_lead" "per_highlead_h"
## [5] "num_tested_older" "fips" "bf_acreage" "objectid"
## [9] "id" "acstotpop" "acsipovbas" "acseducbas"
## [13] "acstothh" "acstothu" "minorpop" "minorpct"
## [17] "lowincome" "lowincpct" "lesshs" "lesshspct"
## [21] "under5" "under5pct" "over64" "over64pct"
## [25] "pre1960" "pre1960pct" "vuleopct" "vuleo"
## [29] "dispeo" "dslpm" "cancer" "resp"
## [33] "pnpl" "prmp" "ptsdf" "ozone"
## [37] "pm25" "d_dslpm_2" "d_cancr_2" "d_pnpl_2"
## [41] "d_ptsdf_2" "d_ozone_2" "d_pm25_2" "region"
## [45] "arealand" "areawater" "npl_cnt" "tsdf_cnt"
## [49] "shape_length" "shape_area"#Checking to make sure our variables are numeric
str(full.join)## 'data.frame': 100 obs. of 51 variables:
## $ county : chr "ALAMANCE" "ALEXANDER" "ALLEGHANY" "ANSON" ...
## $ num_tested : chr "1,951" "516" "75" "204" ...
## $ per_tested : num 50.1 71.6 38.9 39.3 62.4 64.7 76.2 76 67.8 59.7 ...
## $ num_high_lead : int 36 3 1 5 0 3 5 3 6 3 ...
## $ per_highlead_h : num 0.02 0.6 1.3 2.5 0 1.7 0.7 1.1 1.3 0.3 ...
## $ num_tested_older: num 2120 569 94 282 306 ...
## $ fips : int 37001 37003 37005 37007 37009 37011 37013 37015 37017 37019 ...
## $ bf_acreage : num 347.2 0 0 20.1 0 ...
## $ objectid : num 143210 143279 143296 143311 143332 ...
## $ id : num 3.7e+11 3.7e+11 3.7e+11 3.7e+11 3.7e+11 ...
## $ acstotpop : num 1421 1547 998 1332 1218 ...
## $ acsipovbas : num 1382 1490 986 1235 1202 ...
## $ acseducbas : num 956 1114 749 952 920 ...
## $ acstothh : num 567 572 431 501 537 ...
## $ acstothu : num 617 683 742 610 802 ...
## $ minorpop : num 503.2 203.1 129.5 737.8 90.3 ...
## $ minorpct : num 0.3664 0.1348 0.1264 0.5596 0.0773 ...
## $ lowincome : num 550 583 481 582 455 ...
## $ lowincpct : num 0.417 0.388 0.488 0.472 0.388 ...
## $ lesshs : num 138 205 175 185 145 ...
## $ lesshspct : num 0.161 0.195 0.234 0.192 0.161 ...
## $ under5 : num 82.7 75.9 40.1 62.9 53.4 ...
## $ under5pct : num 0.0553 0.0501 0.04 0.0479 0.0428 ...
## $ over64 : num 233 295 255 229 292 ...
## $ over64pct : num 0.177 0.198 0.257 0.186 0.245 ...
## $ pre1960 : num 149.4 98.8 111.4 162.5 138.5 ...
## $ pre1960pct : num 0.269 0.152 0.146 0.278 0.181 ...
## $ vuleopct : num 0.392 0.261 0.307 0.516 0.233 ...
## $ vuleo : num 536 406 309 671 277 ...
## $ dispeo : num 32.6 -141.9 -44.5 199 -154.7 ...
## $ dslpm : num 0.3165 0.1728 0.0994 0.1796 0.0929 ...
## $ cancer : num 34.6 30.8 21.8 35.2 21 ...
## $ resp : num 0.458 0.394 0.268 0.491 0.257 ...
## $ pnpl : num 0.0185 0.0379 0.0492 0.0453 0.0705 ...
## $ prmp : num 0.4665 0.0969 0.0465 0.0552 0.0269 ...
## $ ptsdf : num 1.0871 0.1282 0.0466 0.2359 0.225 ...
## $ ozone : num 43.5 43.2 42.3 42.1 42.9 ...
## $ pm25 : num 8.3 8.4 7.13 7.86 6.93 ...
## $ d_dslpm_2 : num 20.55 -24.04 -4.07 36.6 -13.88 ...
## $ d_cancr_2 : num 1204 -4429 -988 7058 -3251 ...
## $ d_pnpl_2 : num 0.592 -4.846 -2.189 8.698 -12.424 ...
## $ d_ptsdf_2 : num 26.87 -20.47 -2.47 62.91 -33.07 ...
## $ d_ozone_2 : num 1413 -6127 -1882 8364 -6623 ...
## $ d_pm25_2 : num 276 -1194 -321 1561 -1075 ...
## $ region : int 4 4 4 4 4 4 4 4 4 4 ...
## $ arealand : num 9705172 28056590 55191000 72446218 50040991 ...
## $ areawater : num 247718 393583 337731 768590 367869 ...
## $ npl_cnt : num 0 0 0 0 0.0455 ...
## $ tsdf_cnt : num 0.1062 0.0417 0 0.0526 0.0909 ...
## $ shape_length : num 16632 32339 47687 48568 50378 ...
## $ shape_area : num 1.53e+07 4.35e+07 8.61e+07 1.09e+08 7.80e+07 ...#Dropping non numeric variables
full.join <- full.join %>%
dplyr::select(-num_tested)%>%
dplyr::select(-num_tested_older)
full.join## county per_tested num_high_lead per_highlead_h fips bf_acreage
## 1 ALAMANCE 50.1 36 0.02 37001 347.220
## 2 ALEXANDER 71.6 3 0.60 37003 0.000
## 3 ALLEGHANY 38.9 1 1.30 37005 0.000
## 4 ANSON 39.3 5 2.50 37007 20.120
## 5 ASHE 62.4 0 0.00 37009 0.000
## 6 AVERY 64.7 3 1.70 37011 5.710
## 7 BEAUFORT 76.2 5 0.70 37013 191.180
## 8 BERTIE 76.0 3 1.10 37015 NA
## 9 BLADEN 67.8 6 1.30 37017 NA
## 10 BRUNSWICK 59.7 3 0.30 37019 268.390
## 11 BUNCOMBE 60.5 19 0.60 37021 756.890
## 12 BURKE 75.9 16 1.20 37023 209.040
## 13 CABARRUS 49.9 21 0.80 37025 172.830
## 14 CALDWELL 68.5 10 0.90 37027 112.610
## 15 CAMDEN 56.7 1 0.90 37029 NA
## 16 CARTERET 64.7 7 1.00 37031 18.843
## 17 CASWELL 63.5 4 1.50 37033 NA
## 18 CATAWBA 65.2 12 0.60 37035 171.218
## 19 CHATHAM 49.5 3 0.50 37037 516.627
## 20 CHEROKEE 61.0 1 0.30 37039 0.000
## 21 CHOWAN 63.9 1 0.60 37041 90.980
## 22 CLAY 55.8 0 0.00 37043 NA
## 23 CLEVELAND 74.0 14 0.90 37045 187.670
## 24 COLUMBUS 68.0 10 1.30 37047 NA
## 25 CRAVEN 76.6 16 0.80 37049 92.500
## 26 CUMBERLAND 29.8 47 1.40 37051 258.110
## 27 CURRITUCK 31.7 1 0.60 37053 5.200
## 28 DARE 46.4 1 0.30 37055 NA
## 29 DAVIDSON 75.0 32 1.20 37057 37.950
## 30 DAVIE 67.3 7 1.40 37059 17.900
## 31 DUPLIN 73.6 5 0.50 37061 140.220
## 32 DURHAM 54.7 23 0.50 37063 602.340
## 33 EDGECOMBE 69.6 8 0.90 37065 47.680
## 34 FORSYTH 63.4 62 1.10 37067 1176.624
## 35 FRANKLIN 60.5 4 0.50 37069 28.750
## 36 GASTON 40.5 15 0.70 37071 435.010
## 37 GATES 52.6 1 1.00 37073 NA
## 38 GRAHAM 54.5 0 0.00 37075 37.470
## 39 GRANVILLE 58.4 1 0.10 37077 32.980
## 40 GREENE 74.9 3 1.00 37079 NA
## 41 GUILFORD 71.1 74 0.80 37081 647.893
## 42 HALIFAX 76.6 17 2.00 37083 357.970
## 43 HARNETT 49.1 26 1.40 37085 56.210
## 44 HAYWOOD 67.4 4 0.50 37087 40.430
## 45 HENDERSON 57.7 13 1.10 37089 293.983
## 46 HERTFORD 74.1 6 1.80 37091 NA
## 47 HOKE 48.4 8 1.00 37093 NA
## 48 HYDE 65.2 1 2.20 37095 NA
## 49 IREDELL 54.4 14 0.70 37097 128.300
## 50 JACKSON 66.7 3 0.60 37099 NA
## 51 JOHNSTON 53.5 11 0.40 37101 75.030
## 52 JONES 70.6 0 0.00 37103 NA
## 53 LEE 67.7 12 1.10 37105 60.830
## 54 LENOIR 80.0 17 1.70 37107 56.240
## 55 LINCOLN 38.7 6 0.90 37109 95.876
## 56 MACON 61.3 5 1.20 37111 15.290
## 57 MADISON 65.3 3 1.20 37113 2.050
## 58 MARTIN 80.0 5 1.30 37115 31.570
## 59 MCDOWELL 65.1 7 1.20 37117 147.500
## 60 MECKLENBURG 33.3 72 0.70 37119 9324.310
## 61 MITCHELL 30.3 0 0.00 37121 NA
## 62 MONTGOMERY 88.3 10 2.10 37123 3.550
## 63 MOORE 76.7 13 0.70 37125 59.430
## 64 NASH 76.6 25 1.50 37127 382.280
## 65 NEW HANOVER 68.6 34 1.10 37129 1594.160
## 66 NORTHAMPTON 69.3 3 1.20 37131 7.100
## 67 ONSLOW 60.3 42 0.90 37133 NA
## 68 ORANGE 50.5 6 0.50 37135 137.170
## 69 PAMLICO 99.4 1 0.60 37137 NA
## 70 PASQUOTANK 78.4 10 1.30 37139 NA
## 71 PENDER 68.5 4 0.50 37141 407.250
## 72 PERQUIMANS 72.2 3 1.70 37143 NA
## 73 PERSON 40.3 7 2.10 37145 25.690
## 74 PITT 62.5 12 0.50 37147 82.480
## 75 POLK 42.6 1 0.80 37149 50.980
## 76 RANDOLPH 71.3 24 1.10 37151 106.270
## 77 RICHMOND 79.1 18 2.00 37153 10.000
## 78 ROBESON 72.2 20 0.80 37155 605.140
## 79 ROCKINGHAM 59.7 17 1.60 37157 NA
## 80 ROWAN 64.0 24 1.20 37159 734.120
## 81 RUTHERFORD 32.2 2 0.50 37161 166.200
## 82 SAMPSON 81.2 14 1.00 37163 36.910
## 83 SCOTLAND 74.7 10 1.50 37165 1183.260
## 84 STANLY 78.0 16 1.50 37167 18.930
## 85 STOKES 59.8 7 1.50 37169 6.240
## 86 SURRY 53.6 20 2.50 37171 166.710
## 87 SWAIN 67.6 3 1.50 37173 20.500
## 88 TRANSYLVANIA 68.9 3 0.80 37175 1293.630
## 89 TYRRELL 52.8 2 5.30 37177 NA
## 90 UNION 34.1 10 0.60 37179 259.295
## 91 VANCE 52.9 4 0.70 37181 38.940
## 92 WAKE 50.7 98 0.80 37183 1346.050
## 93 WARREN 68.4 4 1.70 37185 NA
## 94 WASHINGTON 61.2 1 0.60 37187 24.000
## 95 WATAUGA 77.3 6 1.00 37189 38.880
## 96 WAYNE 64.1 12 0.60 37191 94.460
## 97 WILKES 70.0 7 0.70 37193 28.350
## 98 WILSON 77.7 21 1.40 37195 48.380
## 99 YADKIN 56.2 4 0.90 37197 NA
## 100 YANCEY 48.4 2 1.20 37199 79.670
## objectid id acstotpop acsipovbas acseducbas acstothh acstothu
## 1 143210.0 370010210849 1421.0265 1381.9292 956.0265 566.8938 617.2478
## 2 143278.5 370030404211 1546.6250 1489.5000 1113.5833 571.7500 683.2917
## 3 143296.0 370059501911 997.5455 986.3636 749.3636 431.4545 741.8182
## 4 143311.0 370079203792 1331.8947 1235.2105 952.2105 500.8421 610.2105
## 5 143331.5 370099705093 1217.5455 1202.3182 919.6364 536.5909 802.2273
## 6 143350.5 370119302633 1093.8125 889.4375 820.2500 411.6875 885.3750
## 7 143376.0 370139305119 1349.8000 1334.8857 963.2000 552.1429 740.8571
## 8 143403.5 370159602653 982.2000 916.1000 726.7500 398.8000 492.0500
## 9 143429.0 370179503874 1089.6129 1073.8710 779.0000 450.5806 576.6774
## 10 143489.5 370190311557 1409.5556 1397.6333 1101.2000 602.5111 966.3111
## 11 143611.5 370210021244 1652.4286 1610.6039 1208.5195 695.4091 789.5519
## 12 143717.5 370230207959 1546.7586 1500.0000 1108.1724 597.7931 708.4828
## 13 143793.5 370250416577 2143.0638 2123.5319 1415.4787 769.1383 830.7766
## 14 143871.5 370270307780 1319.0161 1299.3710 947.6774 525.7097 612.0968
## 15 143905.5 370299501018 1741.1667 1741.1667 1209.8333 639.3333 704.6667
## 16 143944.5 370319712691 957.2222 938.3194 721.5972 412.3611 693.2083
## 17 143989.5 370339303502 1263.6667 1212.7778 926.2222 506.1111 598.7778
## 18 144046.0 370350109627 1649.7789 1620.6842 1138.6105 643.1474 723.0842
## 19 144111.0 370370204075 1994.0286 1970.6571 1458.8857 815.0571 901.5714
## 20 144139.0 370399303768 1317.5238 1299.6667 1011.0000 566.4286 862.0952
## 21 144156.5 370419301439 1014.6429 991.0714 750.3571 427.4286 521.5000
## 22 144167.0 370439501431 1544.7143 1540.7143 1185.4286 723.1429 1044.1429
## 23 144209.0 370459508295 1261.8052 1237.1688 863.0909 478.9870 565.9610
## 24 144271.0 370479307747 1197.7234 1131.8723 837.7872 474.5957 558.5106
## 25 144326.5 370499606981 1610.6562 1527.4375 1054.0000 638.6094 732.9844
## 26 144456.0 370510124581 1703.1077 1622.6923 1050.3641 638.0410 747.8923
## 27 144561.0 370531689347 1719.7333 1707.4667 1218.5333 676.5333 1037.1333
## 28 144584.5 370559716072 1116.9062 1110.5312 832.8125 482.5312 1078.5938
## 29 144654.5 370570611163 1524.6667 1501.8148 1066.8796 606.2130 688.0648
## 30 144721.0 370590803882 1679.6400 1666.8400 1196.3200 639.9600 743.2800
## 31 144750.5 370610904745 1737.1176 1717.1176 1174.5882 640.6176 761.0588
## 32 144844.0 370630079165 2002.9869 1914.5490 1369.0000 806.8235 872.0850
## 33 144944.0 370650208556 1134.7234 1117.7872 778.2979 454.7021 530.7447
## 34 145089.0 370670028099 1529.1070 1486.3169 1022.5185 603.6420 672.3539
## 35 145225.5 370690604511 2163.4000 2109.0667 1493.8000 824.9667 933.7333
## 36 145327.0 370710318228 1251.9364 1234.0000 862.4740 471.0636 530.5145
## 37 145418.5 370739701902 1156.3000 1149.0000 834.5000 447.7000 533.6000
## 38 145427.5 370759202252 1069.6250 1053.0000 755.2500 411.0000 752.1250
## 39 145447.5 370779704545 1839.8125 1752.8438 1293.0625 657.1875 752.1562
## 40 145470.0 370799501855 1616.0000 1433.4615 1149.3846 558.3846 639.6923
## 41 145622.5 370810172130 1793.0890 1734.3836 1194.0342 694.2842 776.5171
## 42 145794.0 370839306181 1014.4510 986.4902 713.5490 414.0392 508.2157
## 43 145850.0 370850708508 2137.0656 2078.4098 1372.9672 739.1148 839.8361
## 44 145904.5 370879219090 1259.0208 1242.8333 941.1458 548.6667 737.4583
## 45 145964.5 370899317175 1578.1250 1558.7500 1169.4306 670.5694 790.8194
## 46 146010.0 370919502535 1271.2105 1154.3158 880.5789 468.3684 559.5789
## 47 146032.0 370939706096 2129.5600 2062.1600 1364.0000 708.8800 828.3600
## 48 146047.5 370959434502 898.8333 793.5000 642.6667 294.8333 541.5000
## 49 146106.5 370970610202 1540.4018 1524.8839 1053.8482 582.5536 650.3036
## 50 146175.5 370999493464 1625.2308 1478.5385 1037.6538 640.0769 1041.2692
## 51 146230.5 371010408370 2275.8571 2252.4405 1505.4167 799.4524 877.2024
## 52 146276.0 371039202145 1385.0000 1379.2857 1038.7143 591.0000 708.2857
## 53 146298.0 371050304233 1625.0000 1598.8378 1087.7027 587.6757 661.1622
## 54 146340.0 371070108067 1217.5957 1190.5957 847.1277 491.9362 586.1702
## 55 146388.5 371090706750 1628.8200 1612.0200 1157.9400 640.4400 704.5400
## 56 146429.0 371119705425 1455.1290 1420.5484 1051.3226 579.3871 687.0000
## 57 146458.5 371139704221 1228.9286 1219.2857 924.0000 560.6786 912.7500
## 58 146480.5 371150104565 1337.8125 1271.0625 953.5000 528.2500 680.7500
## 59 146499.0 371179703478 1097.8095 1088.7619 788.9524 451.0000 552.7619
## 60 146787.0 371190095454 1899.6649 1872.1045 1269.1874 727.1099 785.2162
## 61 147071.5 371219502502 1074.2857 1043.8571 795.4286 454.3571 629.4286
## 62 147089.5 371239602824 1242.6364 1193.0909 863.3182 473.2273 737.9545
## 63 147129.0 371259506046 1677.7018 1657.1228 1212.9123 683.5965 818.2105
## 64 147190.0 371270107872 1446.2000 1415.4923 994.6615 564.9231 659.6308
## 65 147282.5 371290277119 1868.5917 1811.1083 1272.2250 780.3000 910.3667
## 66 147353.5 371319202461 917.5455 876.8182 683.1364 392.1818 530.4545
## 67 147412.5 371330115437 2019.9167 1806.2708 1074.7917 667.3438 817.7188
## 68 147498.0 371350112661 1905.8400 1757.1867 1185.9067 700.3867 766.6933
## 69 147542.0 371379532247 980.1538 923.6154 764.9231 411.6923 593.9231
## 70 147561.5 371399604432 1518.4231 1424.8077 1031.3077 568.4615 658.0000
## 71 147590.5 371419224926 1844.3750 1804.7500 1299.9375 680.1875 893.7812
## 72 147612.5 371439201510 1121.5833 1107.8333 842.8333 493.2500 594.6667
## 73 147631.5 371459203659 1511.7308 1489.3077 1074.0000 605.5385 708.7692
## 74 147692.5 371470010013 1847.6250 1776.1458 1113.4271 720.5104 818.3646
## 75 147746.5 371499201939 1704.8333 1679.0833 1316.9167 753.9167 972.8333
## 76 147795.5 371510309193 1662.3023 1641.6395 1146.8605 651.6395 722.6395
## 77 147859.0 371539706076 1102.1707 1064.3415 745.6098 452.3415 521.4634
## 78 147923.5 371559610364 1516.3864 1475.2386 973.3864 522.3750 603.0114
## 79 148002.0 371570408473 1322.7536 1301.7246 948.7536 539.1449 637.3478
## 80 148083.5 371590511557 1485.1596 1440.2979 1019.7447 556.3936 652.4362
## 81 148156.5 371619606697 1279.4615 1255.8846 912.0000 506.6346 659.1346
## 82 148205.0 371639705205 1412.4667 1392.7556 944.8222 523.0444 613.5556
## 83 148241.0 371650103414 1306.0000 1208.3333 876.8148 485.6667 566.4815
## 84 148277.5 371679307617 1328.5652 1286.3261 927.2826 515.5870 600.8261
## 85 148316.0 371690704139 1480.8065 1462.8710 1083.9355 622.6452 715.6774
## 86 148361.0 371719306591 1222.0169 1204.6780 858.9322 491.2712 576.7797
## 87 148396.5 371739568841 1187.8333 1171.7500 821.4167 453.5833 745.9167
## 88 148415.0 371759603526 1340.5200 1298.7600 1014.6000 564.9200 782.4000
## 89 148430.0 371779601002 823.8000 685.0000 660.8000 326.2000 445.8000
## 90 148484.0 371790205833 2200.9126 2173.0485 1398.4078 729.7573 773.2427
## 91 148552.0 371819605639 1347.9394 1324.2424 907.1212 510.7273 609.6061
## 92 148796.0 371830572273 2300.1275 2251.0352 1527.2132 858.2374 926.2110
## 93 149031.0 371859502142 1335.5333 1271.8667 961.1333 518.6667 796.5333
## 94 149046.0 371879501670 810.4000 797.0000 559.0667 338.2000 430.5333
## 95 149069.0 371899205460 1745.7097 1560.2903 999.4839 656.6129 1081.2903
## 96 149122.0 371910008519 1653.3600 1608.5867 1094.7333 642.0400 720.9867
## 97 149186.0 371939606553 1291.6981 1271.4906 925.7925 535.0000 631.6981
## 98 149240.0 371950008696 1478.8364 1450.4364 1004.5818 584.1455 654.6364
## 99 149281.5 371970503224 1345.1786 1332.5000 951.1786 551.7143 621.4643
## 100 149302.0 371999602314 1359.0000 1346.8462 1009.1538 569.3846 862.3846
## minorpop minorpct lowincome lowincpct lesshs lesshspct under5
## 1 503.21239 0.36638784 549.8673 0.4174402 138.30973 0.16106337 82.71681
## 2 203.08333 0.13480558 582.7917 0.3879962 205.16667 0.19521105 75.91667
## 3 129.54545 0.12637604 481.3636 0.4884076 175.09091 0.23365562 40.09091
## 4 737.78947 0.55959010 581.5263 0.4721476 185.36842 0.19164984 62.94737
## 5 90.27273 0.07734615 455.0455 0.3879327 144.86364 0.16137970 53.36364
## 6 137.68750 0.09512622 402.4375 0.4580288 145.31250 0.15824990 40.18750
## 7 461.40000 0.38511595 572.0000 0.4676535 119.65714 0.13187570 65.48571
## 8 645.45000 0.59923326 458.7500 0.4699756 154.75000 0.18105236 42.20000
## 9 493.93548 0.45789805 556.0645 0.5282522 154.77419 0.19129775 57.90323
## 10 257.18889 0.14800353 435.1333 0.2979744 105.81111 0.09390192 58.94444
## 11 270.78571 0.16561525 542.2013 0.3552642 109.04545 0.09264570 83.55844
## 12 283.50000 0.16181111 630.1552 0.4088125 211.34483 0.19905904 73.68966
## 13 710.84043 0.33755975 597.0532 0.3273445 141.51064 0.12475242 137.61702
## 14 163.98387 0.13623437 536.4839 0.4369692 192.14516 0.20592006 66.72581
## 15 341.16667 0.16031274 497.8333 0.2440306 173.66667 0.12930086 82.00000
## 16 130.50000 0.12501450 283.9583 0.2754435 63.93056 0.08136868 41.16667
## 17 490.72222 0.38997361 467.7222 0.3974021 190.22222 0.20542034 58.77778
## 18 398.57895 0.23764023 584.0211 0.3637524 168.67368 0.15466219 93.47368
## 19 567.68571 0.26847936 578.9429 0.3080175 172.17143 0.13077810 98.65714
## 20 115.09524 0.07971821 534.5714 0.4130994 138.66667 0.14873041 53.76190
## 21 407.85714 0.32891504 431.2143 0.3595807 120.14286 0.13844495 47.42857
## 22 97.14286 0.05476915 673.8571 0.4301222 136.85714 0.12365401 57.28571
## 23 340.15584 0.28879995 562.4156 0.4598837 138.31169 0.16966641 69.98701
## 24 487.14894 0.39639378 544.1489 0.4751125 154.51064 0.17251402 59.97872
## 25 548.75000 0.37025334 535.5312 0.3790846 124.32812 0.13466670 104.43750
## 26 953.65128 0.56149506 676.5846 0.4321061 97.44103 0.10091263 130.36923
## 27 220.26667 0.10272042 473.8667 0.2669347 132.00000 0.09136921 93.33333
## 28 138.96875 0.08847438 323.4688 0.2152911 56.03125 0.05064283 52.40625
## 29 297.37037 0.21677356 574.2407 0.4134189 176.68519 0.18121879 83.22222
## 30 257.16000 0.15259076 505.0400 0.2957047 159.16000 0.13818610 79.24000
## 31 838.00000 0.47423996 911.8824 0.5152684 303.44118 0.25129382 109.44118
## 32 1157.01307 0.55135742 634.9935 0.3464626 158.88889 0.13382685 134.18954
## 33 722.08511 0.65018190 569.2553 0.5205601 158.25532 0.20412254 66.85106
## 34 657.32099 0.43480323 554.8148 0.3857062 114.95885 0.12358054 93.57613
## 35 788.60000 0.41599298 757.2000 0.3926509 237.13333 0.17316196 121.16667
## 36 337.69364 0.29255741 468.1503 0.4083612 131.69364 0.16806135 74.67052
## 37 427.50000 0.37502417 345.2000 0.3064562 114.50000 0.13856905 47.60000
## 38 141.12500 0.13159889 507.2500 0.5102192 143.87500 0.20654299 44.62500
## 39 769.37500 0.44902076 585.7812 0.3574983 203.81250 0.17857174 90.59375
## 40 857.30769 0.50874970 696.4615 0.4430114 297.69231 0.25728639 82.15385
## 41 880.81849 0.50324802 636.1678 0.4118908 129.90411 0.12543561 106.83562
## 42 623.52941 0.61896109 514.8431 0.5291127 160.84314 0.23226848 53.37255
## 43 816.90164 0.38726791 826.8197 0.4079665 187.45902 0.14666013 160.75410
## 44 89.58333 0.06974944 417.1250 0.3501710 112.14583 0.12502418 59.64583
## 45 264.83333 0.17175784 485.0972 0.3301508 118.69444 0.10951766 76.79167
## 46 846.05263 0.67658559 552.7368 0.4943198 183.00000 0.21197049 58.42105
## 47 1270.96000 0.59910684 894.6000 0.4519992 190.76000 0.15621910 186.16000
## 48 369.16667 0.26815016 344.1667 0.3094445 118.16667 0.12494005 46.66667
## 49 365.90179 0.24765476 452.4196 0.3213845 116.20536 0.12328063 85.83036
## 50 309.76923 0.17013023 603.6923 0.4158219 120.80769 0.11329549 75.00000
## 51 722.50000 0.33985099 790.8690 0.4130195 206.82143 0.16867690 146.63095
## 52 522.00000 0.35035799 711.2857 0.5212350 191.00000 0.18566867 61.85714
## 53 681.72973 0.43721250 654.8378 0.4262892 180.08108 0.18384519 104.89189
## 54 615.59574 0.55905630 572.2128 0.5143607 165.95745 0.21593098 69.74468
## 55 243.36000 0.15357922 564.7800 0.3792087 167.14000 0.15292776 82.28000
## 56 182.16129 0.13220938 604.5806 0.4300900 170.41935 0.16820049 63.61290
## 57 131.57143 0.10542701 453.8929 0.3840277 104.92857 0.11932434 60.10714
## 58 79.06250 0.05580211 489.9375 0.3966755 139.31250 0.15180438 59.75000
## 59 526.23810 0.52007524 463.4286 0.4439387 131.76190 0.16717262 58.71429
## 60 1001.04685 0.50884357 553.1171 0.3028222 125.91171 0.10285855 128.72072
## 61 81.64286 0.07417470 367.3571 0.3517350 122.92857 0.17358753 47.78571
## 62 456.45455 0.35259915 526.7727 0.4545660 178.77273 0.20578410 68.77273
## 63 382.59649 0.24504187 482.3333 0.3225237 116.36842 0.11253872 94.08772
## 64 717.64615 0.51998861 506.5538 0.3901742 145.21538 0.16136440 81.32308
## 65 428.13333 0.23430134 627.8333 0.3617816 89.73333 0.07403077 94.28333
## 66 562.77273 0.58645946 420.3182 0.4662727 140.36364 0.19343314 42.09091
## 67 678.06250 0.33634818 716.0208 0.3990539 94.21875 0.09443355 182.72917
## 68 584.18667 0.30402591 507.9200 0.3056277 86.37333 0.07371168 87.90667
## 69 252.61538 0.25052233 365.2308 0.3808610 91.69231 0.11334706 35.61538
## 70 685.80769 0.46773913 537.5769 0.4061748 139.42308 0.14148143 95.61538
## 71 465.06250 0.24093321 569.4688 0.3090140 162.15625 0.12100185 104.65625
## 72 312.91667 0.24381010 423.6667 0.3265051 113.41667 0.11926838 51.00000
## 73 508.34615 0.35292864 557.1154 0.3897150 146.65385 0.15027934 79.19231
## 74 837.21875 0.45184130 775.5521 0.4590553 117.94792 0.11242899 108.76042
## 75 242.91667 0.13838409 547.0000 0.3180246 119.41667 0.08926729 56.50000
## 76 343.16279 0.20997913 655.4651 0.4104823 213.19767 0.19328012 94.16279
## 77 470.43902 0.41900496 522.1220 0.5046213 147.19512 0.19642232 67.78049
## 78 1129.88636 0.73012599 808.3068 0.5562222 223.26136 0.23339339 102.69318
## 79 363.60870 0.26714038 528.5652 0.4101226 165.13043 0.17479987 68.18841
## 80 410.07447 0.28923702 552.0213 0.3882254 150.19149 0.15112388 83.77660
## 81 211.90385 0.17218671 530.8269 0.4278625 158.55769 0.17539240 65.25000
## 82 688.71111 0.50048924 668.5778 0.4881783 210.93333 0.21708758 90.91111
## 83 736.51852 0.57434103 626.5185 0.5494986 176.70370 0.19973572 81.55556
## 84 254.45652 0.20703864 472.6522 0.3902536 138.23913 0.15191692 74.76087
## 85 129.74194 0.09390145 493.3226 0.3482443 178.35484 0.17394059 66.16129
## 86 192.89831 0.15398007 512.8475 0.4217325 186.35593 0.21400064 62.88136
## 87 448.83333 0.29115646 559.7500 0.4205642 178.41667 0.20406917 74.83333
## 88 129.96000 0.08474291 501.1600 0.3971499 116.00000 0.11777856 56.40000
## 89 384.40000 0.38438057 352.2000 0.4084500 161.80000 0.20181076 23.40000
## 90 603.22330 0.27861942 518.3592 0.2668766 142.47573 0.11648696 129.07767
## 91 808.51515 0.66034214 661.1212 0.5370607 181.75758 0.21836497 83.75758
## 92 912.88132 0.37327769 527.2527 0.2515221 110.94725 0.07780403 145.90989
## 93 823.80000 0.57548578 581.4667 0.4378546 187.53333 0.18868625 57.13333
## 94 450.13333 0.49759896 385.0000 0.4404899 112.20000 0.18006760 42.40000
## 95 141.67742 0.08092238 685.9032 0.4140439 104.61290 0.09945259 57.67742
## 96 764.82667 0.48479155 722.3067 0.4656346 174.01333 0.17173443 111.17333
## 97 160.75472 0.12670923 549.6226 0.4335968 198.52830 0.21727845 64.24528
## 98 780.90909 0.57064458 632.2545 0.4934099 197.81818 0.22799302 87.72727
## 99 209.21429 0.15066664 556.3214 0.4282694 180.42857 0.18439632 70.71429
## 100 100.53846 0.07497696 610.1538 0.4525804 159.69231 0.15618317 63.53846
## under5pct over64 over64pct pre1960 pre1960pct vuleopct vuleo
## 1 0.05534797 232.8053 0.1771052 149.39823 0.26917124 0.3919140 535.9212
## 2 0.05013226 295.3750 0.1978350 98.83333 0.15204557 0.2614009 405.8671
## 3 0.04003484 254.7273 0.2567598 111.36364 0.14555685 0.3073918 308.8310
## 4 0.04794065 228.5789 0.1856193 162.52632 0.27776011 0.5158688 670.7667
## 5 0.04277098 292.1364 0.2449194 138.45455 0.18089747 0.2326394 276.5605
## 6 0.03719168 231.2500 0.2414349 132.43750 0.20044189 0.2765775 300.3192
## 7 0.04784239 308.8000 0.2338142 140.51429 0.21691664 0.4263847 519.7859
## 8 0.04088192 206.2500 0.2105177 114.80000 0.23759821 0.5346044 572.3331
## 9 0.05804781 217.8065 0.2077864 86.12903 0.16127426 0.4930751 530.2882
## 10 0.03692417 413.1333 0.3172753 32.61111 0.04079631 0.2229890 348.2231
## 11 0.05113294 313.5844 0.1882356 182.86364 0.25920849 0.2604397 414.2111
## 12 0.04662198 296.4828 0.2045420 157.81034 0.22869348 0.2853118 468.8633
## 13 0.06447769 273.9255 0.1423851 148.53191 0.24402483 0.3324521 657.2000
## 14 0.05082282 249.4516 0.1942544 141.27419 0.25445192 0.2866018 354.1364
## 15 0.03515260 297.0000 0.1499563 118.00000 0.15064087 0.2021717 419.5000
## 16 0.03641695 225.5139 0.2491433 88.25000 0.14579878 0.2002290 209.5189
## 17 0.04116708 255.0000 0.2043939 143.33333 0.22032932 0.3936879 495.2352
## 18 0.05579495 281.4632 0.1737724 132.84211 0.20538870 0.3006963 497.5845
## 19 0.04966536 465.8857 0.2216028 110.14286 0.14734296 0.2882484 576.4735
## 20 0.03644420 372.2381 0.2927199 98.76190 0.12519774 0.2464088 329.2558
## 21 0.03680705 237.2857 0.2037117 135.00000 0.20327347 0.3442479 424.2037
## 22 0.04092866 453.1429 0.2840903 128.42857 0.12577411 0.2424457 386.4494
## 23 0.05510341 226.2078 0.1892872 116.22078 0.21392041 0.3743418 454.6878
## 24 0.04705761 229.6170 0.2052754 116.02128 0.21920903 0.4357531 530.8153
## 25 0.06345879 289.7344 0.1856566 107.82812 0.19839682 0.3746689 547.6264
## 26 0.07146213 191.2821 0.1234708 75.18462 0.12772951 0.4968006 828.0457
## 27 0.04177162 266.4000 0.1572178 72.06667 0.07546156 0.1848275 349.8125
## 28 0.03357815 224.4062 0.1591291 87.46875 0.06585532 0.1518827 232.1986
## 29 0.05200953 267.2130 0.1801980 125.62963 0.20380424 0.3150962 442.1939
## 30 0.04207496 332.5200 0.2021550 133.28000 0.19491758 0.2241477 382.7131
## 31 0.06085651 300.8529 0.1803315 148.17647 0.19559573 0.4947542 880.0032
## 32 0.06250197 242.1961 0.1355834 142.73203 0.21464011 0.4489100 915.7598
## 33 0.05850100 208.2766 0.1971776 141.44681 0.28564615 0.5853710 649.2844
## 34 0.05999410 232.6420 0.1587560 138.97119 0.23743353 0.4102547 611.1772
## 35 0.05503708 347.2333 0.1769237 122.73333 0.14287362 0.4043219 783.4805
## 36 0.05784186 195.1272 0.1653679 118.75723 0.25656432 0.3504593 407.1872
## 37 0.03636652 221.3000 0.2040917 121.70000 0.24954233 0.3407402 387.6701
## 38 0.04369245 248.7500 0.2319127 98.62500 0.15145431 0.3209090 328.2875
## 39 0.04478424 297.4688 0.1792519 123.90625 0.22249930 0.4032595 696.1428
## 40 0.04960535 245.7692 0.1483293 117.38462 0.17642192 0.4758806 804.7418
## 41 0.06099475 259.3836 0.1476139 144.51712 0.25187886 0.4575694 772.4190
## 42 0.04872362 198.0980 0.2124153 141.98039 0.32554635 0.5740369 577.5869
## 43 0.06782200 252.6885 0.1390586 119.26230 0.16789414 0.3976172 834.1685
## 44 0.04432084 303.0833 0.2356631 170.29167 0.27994441 0.2099602 256.1733
## 45 0.04756194 395.8889 0.2535953 111.01389 0.14655408 0.2509543 379.2198
## 46 0.04714758 238.5263 0.1945493 124.47368 0.24906385 0.5854527 730.2465
## 47 0.07442228 192.7600 0.1116875 64.80000 0.10680578 0.5255530 1096.9498
## 48 0.03172541 147.8333 0.1205571 72.33333 0.08205631 0.2887973 385.0393
## 49 0.05558499 234.3661 0.1568829 96.66964 0.17699338 0.2845196 412.0953
## 50 0.04741464 306.7692 0.2006694 121.57692 0.12965477 0.2929761 494.0606
## 51 0.06400544 289.3571 0.1462530 115.14286 0.17331659 0.3764352 761.6580
## 52 0.04480687 293.2857 0.2049262 154.00000 0.22027435 0.4357965 618.1292
## 53 0.06509165 256.7027 0.1586252 113.48649 0.19075968 0.4317508 675.1211
## 54 0.05918334 233.1064 0.1924665 163.97872 0.31277669 0.5367085 600.3022
## 55 0.05396395 275.2200 0.1702729 100.84000 0.17838677 0.2663940 407.8475
## 56 0.03928795 283.7097 0.2056833 145.67742 0.21931611 0.2811497 401.6876
## 57 0.04991263 344.7500 0.2819852 146.17857 0.17015179 0.2447273 294.2633
## 58 0.04371874 280.3750 0.2184594 153.93750 0.23739674 0.2262388 294.0973
## 59 0.05121487 239.5238 0.2352747 161.95238 0.29790155 0.4820070 496.8406
## 60 0.06522193 202.1928 0.1133439 85.37117 0.13903627 0.4058329 780.2090
## 61 0.03800812 257.7857 0.2524531 167.78571 0.28102585 0.2129549 229.5586
## 62 0.04861627 238.9545 0.2055715 155.72727 0.24909687 0.4035826 513.8405
## 63 0.05588676 398.2105 0.2316239 110.12281 0.16990685 0.2837828 435.6780
## 64 0.05293687 250.6769 0.1859334 125.01538 0.21611892 0.4550814 617.7099
## 65 0.04764066 311.8917 0.1643263 132.41667 0.19807151 0.2980415 543.1824
## 66 0.04624607 222.7727 0.2596166 140.77273 0.29890600 0.5263661 504.4648
## 67 0.08478579 174.9688 0.1040546 67.39583 0.11383226 0.3677010 726.9245
## 68 0.04260098 244.8533 0.1307914 98.25333 0.14245257 0.3048268 576.5700
## 69 0.03404130 275.6154 0.2586799 96.30769 0.16168913 0.3156917 322.7673
## 70 0.07014012 244.8846 0.1725477 160.92308 0.31534397 0.4369570 624.2673
## 71 0.04728447 323.0938 0.1809942 87.90625 0.11462612 0.2749736 523.4460
## 72 0.04028613 298.5833 0.1937675 96.50000 0.14325266 0.2851576 371.1532
## 73 0.05030882 277.9615 0.2040040 150.92308 0.23806169 0.3713218 537.5622
## 74 0.05492115 228.5312 0.1349315 89.69792 0.16668811 0.4554483 821.9861
## 75 0.03136032 501.3333 0.3053656 223.66667 0.22659512 0.2282044 398.8702
## 76 0.05679491 281.5465 0.1738452 126.93023 0.18688962 0.3102307 504.3061
## 77 0.06309203 187.6098 0.1703379 122.90244 0.26032744 0.4618131 504.4140
## 78 0.06975701 215.3977 0.1465583 109.00000 0.20357671 0.6431741 980.2410
## 79 0.04927362 256.6377 0.2021050 196.75362 0.31364523 0.3386315 450.2984
## 80 0.05400757 249.5319 0.1753235 175.23404 0.29282884 0.3387312 490.9233
## 81 0.04654670 264.5192 0.2189072 163.69231 0.26517778 0.3000246 377.0244
## 82 0.06240875 241.4667 0.1768444 120.44444 0.20907603 0.4943338 683.7422
## 83 0.06262461 220.7407 0.1778456 121.22222 0.24794633 0.5619198 702.2288
## 84 0.05447396 244.3913 0.1884201 185.00000 0.34485209 0.2986461 371.7971
## 85 0.04351066 293.4839 0.2079573 115.22581 0.16485219 0.2210729 314.8444
## 86 0.05045109 240.4915 0.2018956 137.57627 0.23097666 0.2878563 357.2810
## 87 0.04973617 227.5833 0.1929271 107.25000 0.14826737 0.3558603 508.1537
## 88 0.04337018 389.0000 0.2880976 145.44000 0.22364280 0.2409464 323.8429
## 89 0.02435449 175.2000 0.1794784 127.80000 0.23118452 0.3964153 384.6713
## 90 0.05687711 264.7476 0.1287587 67.33981 0.10678785 0.2727480 566.8866
## 91 0.07088052 234.7273 0.1739225 133.51515 0.26420751 0.5987014 740.7816
## 92 0.05845153 250.2242 0.1242591 65.79341 0.10077470 0.3123999 727.1955
## 93 0.04445049 315.7333 0.2488037 144.33333 0.20662887 0.5066702 716.6377
## 94 0.04705728 184.9333 0.2228574 97.13333 0.20507851 0.4690444 418.3383
## 95 0.03805517 264.5161 0.1773820 135.35484 0.14139952 0.2474831 482.2409
## 96 0.06342114 257.6267 0.1637939 123.17333 0.20809333 0.4752131 752.3040
## 97 0.04622024 264.2830 0.2089182 122.67925 0.21392598 0.2801530 359.9629
## 98 0.05433693 251.0727 0.1758329 146.32727 0.27139031 0.5320272 715.1185
## 99 0.05350090 257.4286 0.1938092 145.67857 0.24983535 0.2894680 385.4222
## 100 0.04504534 336.8462 0.2496380 170.30769 0.21326206 0.2637787 358.0441
## dispeo dslpm cancer resp pnpl prmp ptsdf
## 1 32.591983 0.31652977 34.59308 0.4576592 0.018487268 0.46651075 1.08713271
## 2 -141.949213 0.17280304 30.84475 0.3938572 0.037912568 0.09692420 0.12815287
## 3 -44.500683 0.09937925 21.84325 0.2680125 0.049249745 0.04654865 0.04657801
## 4 199.008126 0.17955891 35.18457 0.4911926 0.045261657 0.05523394 0.23587285
## 5 -154.695441 0.09294807 20.98061 0.2573567 0.070518297 0.02690828 0.22496000
## 6 -87.110398 0.09034049 20.49582 0.2441193 0.016394080 0.02883423 0.05077100
## 7 41.685262 0.15565777 26.63451 0.3599771 0.156930039 0.21707499 0.27701601
## 8 224.436740 0.13397961 26.28007 0.3434102 0.016108952 0.17717621 0.05320158
## 9 144.346120 0.14271858 29.93067 0.4174150 0.025594423 0.18182049 0.16304169
## 10 -151.043062 NA NA NA 0.069348304 0.14680634 0.36927853
## 11 -171.080960 0.25221749 27.28900 0.3505627 0.170159994 0.23896088 1.47101235
## 12 -79.000322 0.22037398 32.32983 0.4271602 0.018509797 0.60736785 0.60848659
## 13 -101.875670 0.43115183 38.02914 0.5219152 0.215837087 0.40999325 0.67363869
## 14 -113.060554 0.20561481 31.33500 0.4103644 0.020028869 0.79875696 1.46360828
## 15 -197.223193 0.15473071 23.80679 0.3058080 0.016490846 0.14004003 0.09201705
## 16 -129.530331 NA NA NA 0.042450175 0.04642283 0.29240034
## 17 47.643057 0.17573368 30.89038 0.4054905 0.038654448 0.09087409 0.11376247
## 18 -86.769046 0.27514719 35.77856 0.4574717 0.043979867 0.71651389 1.54476147
## 19 -129.813681 0.21132811 33.67628 0.4570581 0.030940689 0.39990107 0.14415137
## 20 -137.412566 0.11272115 25.91320 0.3310356 0.011506724 0.11398211 0.15278969
## 21 64.816078 0.14649305 24.60909 0.3230565 0.012155968 0.04779760 0.06446356
## 22 -160.690102 0.09703504 24.81827 0.3090753 0.012503830 0.05276495 0.07688091
## 23 7.754956 0.27300703 36.16066 0.4749268 0.106017820 0.39733422 0.61789945
## 24 106.580370 0.14971195 30.14047 0.4188799 0.038614054 0.06998162 0.31620173
## 25 -22.869893 0.15709208 28.68126 0.4230975 0.106926145 0.42529881 0.37592439
## 26 224.803074 NA NA NA 0.172371297 0.38488849 0.95848908
## 27 -259.318962 NA NA NA 0.016751439 0.09288359 0.04610997
## 28 -163.410813 NA NA NA 0.007005027 0.16419952 0.21525972
## 29 -97.844722 0.30975191 35.46591 0.4711024 0.027097171 0.47450556 0.85883220
## 30 -212.217265 0.26214080 33.62059 0.4463013 0.039966488 0.19717246 0.32604591
## 31 264.714198 0.15359399 29.10694 0.3960308 0.018890780 0.19092452 0.11223393
## 32 206.299586 0.42433954 39.47396 0.4954464 0.072952634 0.48767075 2.53619109
## 33 247.364121 0.21027140 29.79396 0.3903928 0.015702364 0.60229497 0.44352947
## 34 69.565758 0.32319878 35.65933 0.4513286 0.027115581 0.45475852 2.80220190
## 35 17.201756 0.19755063 32.25461 0.4315558 0.029152717 0.14192604 0.26961895
## 36 -36.250065 0.37583540 39.66390 0.5181158 0.333406657 1.08978188 1.69676397
## 37 -21.892642 0.15082953 26.09084 0.3409217 0.022082794 0.05798133 0.07133688
## 38 -50.574856 0.08549048 22.75260 0.2944589 0.015646146 0.05651647 0.07363816
## 39 44.479119 0.22703138 34.50889 0.4544088 0.309771440 0.23518987 0.82028443
## 40 232.352740 0.15781048 28.32582 0.3730194 0.018346811 0.06687062 0.09456515
## 41 137.304832 NA NA NA 0.014239096 0.68341145 3.47950235
## 42 218.267264 0.22280477 31.13998 0.4217635 0.012602661 0.48075172 0.39617224
## 43 77.217501 0.21282488 34.21505 0.4802159 0.031884113 0.26290582 0.17011664
## 44 -189.773316 0.13080635 22.33353 0.2847963 0.263121311 0.56991820 0.23949379
## 45 -179.753889 NA NA NA 0.159313674 0.19636730 0.85179504
## 46 279.982308 0.15574047 27.98550 0.3665439 0.014607220 0.08537003 0.24381093
## 47 342.657287 NA NA NA 0.075163949 0.69033708 0.12642215
## 48 66.671538 NA NA NA 0.008852141 0.01458916 0.01079700
## 49 -133.516704 0.33445751 35.22766 0.4816882 0.167157907 0.65273912 0.78886206
## 50 -81.597925 0.10358560 22.44427 0.2850856 0.061130664 0.13627221 0.16023591
## 51 -44.453147 0.26336824 32.23070 0.4457265 0.025035707 0.41393380 0.23723157
## 52 127.560687 0.12913767 28.38102 0.4164428 0.030255525 0.07672506 0.06736424
## 53 99.544223 0.23751193 34.57777 0.5685818 0.024198807 0.32997824 0.98595583
## 54 169.028421 0.19174867 28.79850 0.3973143 0.018016999 0.40917782 0.24472760
## 55 -169.082360 0.27066314 35.37423 0.4688820 0.040408049 0.53119444 0.71207911
## 56 -113.720770 0.18049430 27.73757 0.3567475 0.027711393 0.22703076 0.40135613
## 57 -141.024552 0.10728014 24.04552 0.3083235 0.023084511 0.26052792 0.04351834
## 58 -179.757404 0.12293083 23.88297 0.3029172 0.033400503 0.11140618 0.27539939
## 59 107.995216 0.15708419 26.69859 0.3526753 0.031709454 0.17037817 0.03827832
## 60 107.345544 NA NA NA 0.067862546 0.66508485 2.90562508
## 61 -150.954604 0.11498830 22.19441 0.2720081 0.020664862 0.04479133 0.20259426
## 62 73.697335 0.16986314 34.81807 0.4974464 0.024453482 0.29464461 0.13744873
## 63 -158.565803 0.18304542 35.46156 0.4806656 0.227353908 0.17509230 0.20682394
## 64 105.464282 0.25970971 31.13754 0.4141487 0.014516391 0.47430853 0.76606257
## 65 -118.674851 NA NA NA 0.128909967 0.46380382 2.50534509
## 66 179.469161 0.16710775 29.46246 0.3895834 0.012196882 0.22838202 0.14664309
## 67 11.467733 NA NA NA 0.286745662 0.19709319 0.63343122
## 68 -98.480650 0.34352809 36.04644 0.4767221 0.040670809 0.14261019 1.70097135
## 69 -24.404257 NA NA NA 0.039207659 0.15626147 0.12481899
## 70 86.440134 0.20981541 24.66018 0.3213893 0.017189212 0.65990225 0.72070612
## 71 -129.833675 NA NA NA 0.036057435 0.09209085 0.12745439
## 72 -26.112882 0.14477123 23.80005 0.3060401 0.012246907 0.22487321 0.07536073
## 73 2.105488 0.19609886 31.66348 0.4144187 0.185567328 0.29293685 0.28197182
## 74 167.555219 0.24078693 29.04834 0.3926509 0.036455741 0.27846276 1.40174886
## 75 -204.983705 0.19421313 30.18075 0.3892443 0.054191449 0.06769332 0.06543010
## 76 -84.483258 0.26155204 34.46271 0.4531987 0.015957430 0.33723267 0.95011376
## 77 114.023843 0.20145933 35.34499 0.4992846 0.109754706 0.41265198 0.31866491
## 78 443.135290 0.22040500 32.47018 0.4575729 0.024348766 0.54838042 0.31598072
## 79 -18.222421 0.21340966 31.89096 0.4139661 0.021662653 0.54577698 0.72282342
## 80 -35.121845 0.35304974 36.59263 0.4923564 0.121167003 0.52435863 0.84194379
## 81 -76.162290 0.21621754 34.06881 0.4507877 0.030520071 0.44827288 0.52553177
## 82 183.444967 0.16318634 30.51232 0.4137775 0.024504754 0.34267322 0.24234168
## 83 239.642104 0.19567271 35.15641 0.4991327 0.030816195 0.30240859 0.28337228
## 84 -98.782171 0.25156630 38.86160 0.4982897 0.031207508 0.30997159 0.19452894
## 85 -209.658893 0.17646868 29.92433 0.3784246 0.024554835 0.09221757 0.32579919
## 86 -75.558754 0.18749997 28.03075 0.3634573 0.032553165 0.42729318 0.17932866
## 87 87.421784 NA NA NA 0.028924486 0.04305214 0.20126995
## 88 -150.970825 0.10196269 24.20718 0.2988564 0.036143224 0.20702273 0.76833204
## 89 92.880395 0.12935258 23.23082 0.2950123 0.009602298 0.13897133 0.03473965
## 90 -212.679081 0.33612482 36.75110 0.5062466 0.050049336 0.34594334 1.01051814
## 91 263.339938 0.23126831 33.08215 0.4339669 0.053054379 0.35135000 0.60129843
## 92 -87.512275 0.42932467 36.51520 0.4943147 0.127167325 0.22285693 2.04847960
## 93 243.590316 0.16923835 30.93600 0.4110591 0.023064707 0.04557286 0.04271949
## 94 131.293687 0.13331156 24.87767 0.3325719 0.018353096 0.30255465 0.05122357
## 95 -136.091413 0.12426784 21.94132 0.2672414 0.025480489 0.02745375 0.43563828
## 96 166.682069 0.20878279 31.65313 0.4197343 0.013158771 0.18919366 0.54042891
## 97 -97.558045 0.15159615 27.88877 0.3647305 0.036488529 0.68584650 0.32942549
## 98 191.312987 0.25919652 31.51647 0.4133079 0.014350935 0.95566333 0.60423848
## 99 -91.041604 0.20863734 30.39726 0.4044873 0.127921350 0.17458549 0.19750888
## 100 -123.315183 0.09633023 21.61371 0.2668410 0.028564969 0.04211164 0.35770114
## ozone pm25 d_dslpm_2 d_cancr_2 d_pnpl_2 d_ptsdf_2 d_ozone_2
## 1 43.45316 8.297337 20.551376 1203.8700 0.5917337 26.870053 1412.7912
## 2 43.16748 8.401689 -24.041662 -4428.8246 -4.8455965 -20.473410 -6126.9818
## 3 42.31874 7.133256 -4.067480 -987.8557 -2.1888089 -2.472353 -1882.2382
## 4 42.09358 7.856333 36.596005 7057.9545 8.6984956 62.906865 8363.9082
## 5 42.85610 6.934824 -13.882709 -3251.3249 -12.4242546 -33.067156 -6622.9999
## 6 42.75757 6.909698 -7.962184 -1806.5473 -1.4888087 -5.161336 -3720.8510
## 7 39.17018 7.163471 11.160443 1190.8372 32.3761427 60.770019 1664.1217
## 8 39.68727 7.278513 30.140105 5922.3808 3.9088078 10.760871 8919.1509
## 9 39.02552 7.724246 20.639936 4327.5557 4.1458859 20.649824 5627.3801
## 10 37.20899 7.038491 NA NA -10.6908290 -71.182700 -5627.6207
## 11 43.01987 7.345986 -34.807720 -4595.5819 -31.6276999 -155.673361 -7355.8743
## 12 42.68886 8.180606 -14.220791 -2495.3479 -1.5658187 -26.736616 -3384.0428
## 13 46.20573 8.761144 -33.020743 -3669.8362 6.1549285 -49.727602 -4691.6710
## 14 42.81260 8.063705 -19.448456 -3585.2037 -2.5014372 -34.284646 -4853.3678
## 15 40.84772 6.815600 -31.166904 -4722.7950 -4.2889766 -21.003086 -8023.2817
## 16 NA NA NA NA -5.9471799 -37.628896 NA
## 17 42.59759 8.082435 7.942334 1467.0650 1.6848854 4.358018 2023.8269
## 18 44.06155 8.792430 -17.436018 -2885.2142 -5.1299145 108.927675 -3859.3651
## 19 42.77030 8.350016 -32.181789 -4622.3431 -9.2225248 -48.818261 -5567.3707
## 20 39.93143 7.372454 -16.497980 -3658.6480 -1.5119331 -23.460125 -5475.3532
## 21 39.48394 7.050079 10.168985 1613.3788 0.9058248 6.340625 2556.6407
## 22 38.52373 7.243753 -15.284781 -3979.9191 -2.0101190 -11.908486 -6187.3632
## 23 43.77920 8.837614 6.773251 343.0038 3.6018711 27.185857 343.2925
## 24 37.60878 7.551723 16.496518 3253.2133 5.6111725 56.877641 4003.8245
## 25 38.15876 7.074984 -1.149317 -815.0022 -8.6836342 14.583209 -837.4091
## 26 42.57637 8.496981 NA NA 51.3032435 219.351608 9598.2731
## 27 NA NA NA NA -5.9192294 -13.446060 NA
## 28 NA NA NA NA -1.5999880 -49.567393 NA
## 29 45.75724 8.415621 -18.788098 -3233.2286 -2.6541790 49.439837 -4476.5123
## 30 45.29172 8.444352 -54.564412 -7137.7812 -8.3060765 -71.887248 -9617.6567
## 31 38.91913 7.685799 42.282331 7716.2569 4.3315632 22.174539 10382.2872
## 32 43.33128 8.889867 99.323169 8727.8340 15.0891989 642.048733 8958.4183
## 33 41.06751 7.849900 59.011437 7571.0044 3.6399680 144.296965 10169.6682
## 34 45.62033 8.323611 32.605858 2701.6437 1.2231501 447.856464 3215.2821
## 35 42.36211 8.351386 1.722497 535.1733 0.6129208 -3.971657 689.6062
## 36 44.64218 9.068831 -5.934967 -1126.4565 2.6733595 122.561959 -1630.3906
## 37 39.87465 7.206519 -3.327160 -566.2376 -0.5275630 -2.414226 -872.4392
## 38 41.10496 7.178174 -5.027040 -1171.6520 -0.8971101 -3.744216 -2075.0431
## 39 42.89987 8.461853 16.227701 1752.3992 66.8292110 134.634349 1890.2985
## 40 40.92197 7.861686 36.680871 6588.0666 4.1996196 23.713563 9504.4834
## 41 45.49677 8.297834 NA NA 1.8795799 846.567614 6257.0133
## 42 40.64639 7.813898 43.870843 6684.4612 2.7857882 48.171735 8879.3636
## 43 42.33418 8.512906 17.262215 2627.8827 2.5933520 14.628112 3260.2272
## 44 43.09712 7.094344 -23.576567 -4205.6319 -44.9660626 -43.633784 -8171.0675
## 45 42.23842 7.545074 NA NA -22.5928132 -131.960213 -7587.5981
## 46 39.84965 7.400615 42.835331 7816.2670 4.1457976 81.766808 11155.0741
## 47 42.44037 8.237348 NA NA 22.2835949 35.941428 14529.8940
## 48 NA NA NA NA 0.9905509 1.162028 NA
## 49 45.18093 8.764580 -39.305533 -4823.7465 1.5717447 -7.998501 -6096.9352
## 50 40.21792 7.084506 -10.091257 -1871.3535 -5.5929307 -21.810297 -3208.9149
## 51 41.76211 8.473712 -9.279486 -1500.3830 -2.2163470 10.276220 -1893.8139
## 52 38.41021 7.287337 16.318307 3657.2599 4.0569737 7.905455 4868.1102
## 53 42.39778 8.334647 28.768817 3472.7808 2.2668094 274.399867 4221.5015
## 54 40.11526 7.688266 35.785793 4908.2969 3.0015053 45.188111 6787.8277
## 55 44.62358 8.937224 -40.577344 -5884.8501 -7.3761768 -61.355040 -7610.6373
## 56 42.49923 7.532774 -16.968279 -3077.8925 -3.2626041 -31.250327 -4837.4645
## 57 37.77120 7.115526 -13.922160 -3354.1415 -3.2152458 -6.348176 -5315.1500
## 58 43.80217 7.177182 -22.799946 -4321.9475 -6.5309125 -62.643841 -7864.0550
## 59 40.02853 7.372141 17.610881 2897.1718 2.6588976 4.101619 4338.0003
## 60 45.63926 9.053602 NA NA 9.7903646 488.219227 4988.0378
## 61 42.99487 6.937168 -17.519777 -3352.1092 -3.1144198 -32.540697 -6498.1933
## 62 42.48438 7.548112 12.808992 2579.9124 2.4536235 10.200370 3067.7774
## 63 42.23749 7.873792 -28.471171 -5800.1959 -30.5899005 -21.820700 -6697.1092
## 64 41.45326 8.070645 31.534701 3323.5950 1.4960622 122.542673 4371.2015
## 65 NA NA NA NA 0.6620284 61.446172 NA
## 66 40.25518 7.667405 31.739172 5377.0854 2.0529568 23.247924 7236.1099
## 67 NA NA NA NA 37.7457720 87.909405 NA
## 68 43.06996 8.642183 -26.492157 -3277.0682 -3.5618019 7.150624 -4238.7095
## 69 NA NA NA NA -1.8526777 2.115135 NA
## 70 40.29246 6.873827 24.157500 2222.2731 1.5422046 151.600314 3479.5683
## 71 NA NA NA NA -4.9715778 -43.661769 NA
## 72 39.66935 6.968614 -3.732316 -600.7129 -0.3830521 -5.012284 -1039.1365
## 73 42.80025 8.243473 7.858191 156.6856 18.4907939 53.187849 90.9426
## 74 40.68700 7.640995 46.381466 4914.9433 6.1619742 404.075452 6847.3815
## 75 42.61664 8.065378 -40.768210 -6189.2647 -11.8460834 -13.917710 -8734.7907
## 76 44.24613 8.098258 -18.110936 -2812.9806 -1.4765618 -16.144480 -3791.8971
## 77 41.82070 7.775240 23.949293 4014.6142 11.4159067 44.309148 4772.4339
## 78 40.78964 8.097868 93.864929 14312.4573 11.1722174 108.347311 18175.1179
## 79 43.40692 7.935987 -2.351094 -561.4391 -0.1120998 30.122316 -831.7208
## 80 45.84296 8.610601 -1.456152 -1092.5594 1.1215722 83.884744 -1603.3524
## 81 43.01237 8.377364 -12.060370 -2452.1705 -2.2982708 -22.498194 -3265.9712
## 82 40.44053 8.094001 29.088417 5546.7069 3.8187215 60.106797 7336.9841
## 83 41.85259 8.046123 48.043113 8486.5525 7.2844649 80.502987 10032.1969
## 84 43.96000 8.056566 -19.782266 -3404.0299 -4.2377916 -25.704413 -4376.4992
## 85 43.85664 7.818871 -36.860752 -6276.2788 -5.4273462 -61.845069 -9187.2788
## 86 42.81762 7.638205 -13.312812 -2111.8831 -2.5116317 -12.637766 -3240.1925
## 87 40.71103 7.311667 NA NA 3.9835576 2.156075 3713.3598
## 88 41.13817 7.122076 -16.078811 -3692.1865 -5.7060760 -77.628447 -6219.0757
## 89 38.95505 6.717312 12.014319 2157.6878 1.1212571 4.175012 3618.1602
## 90 43.77941 8.611828 -67.587978 -7958.5588 -12.8474404 -188.926294 -9362.5210
## 91 42.10568 8.223186 61.006643 8724.8916 13.0669557 173.633556 11081.3609
## 92 43.24921 8.914699 -22.203707 -3083.1211 -11.3647092 -39.392885 -3800.9853
## 93 41.31524 7.980443 40.327023 7541.5281 6.0486761 11.418495 10088.0839
## 94 39.13543 7.030489 17.607095 3307.8067 2.6680361 8.512272 5146.9329
## 95 42.88532 6.975358 -14.157800 -2943.2669 -3.6352602 -6.007321 -5828.4766
## 96 41.01689 8.147968 38.922582 5520.0693 2.0729228 160.277817 6811.2478
## 97 42.38774 7.707809 -12.019035 -2652.8743 -3.6963547 -1.835258 -4138.7287
## 98 41.58397 8.106571 52.645706 6138.7943 2.6572699 84.425278 7954.1711
## 99 43.62504 8.100779 -16.699409 -2764.4715 -9.7790314 -11.400715 -3990.1952
## 100 43.58217 6.937257 -11.385999 -2649.4924 -3.5844913 -43.146908 -5385.6333
## d_pm25_2 region arealand areawater npl_cnt tsdf_cnt
## 1 275.69598 4 9705172 247718.31 0.000000000 0.10619469
## 2 -1194.02764 4 28056590 393582.83 0.000000000 0.04166667
## 3 -321.03837 4 55191000 337730.82 0.000000000 0.00000000
## 4 1560.80197 4 72446218 768590.16 0.000000000 0.05263158
## 5 -1074.63713 4 50040991 367869.32 0.045454545 0.09090909
## 6 -603.55075 4 40037633 27830.31 0.000000000 0.00000000
## 7 307.71381 4 61565730 9684688.54 0.028571429 0.02857143
## 8 1639.44463 4 90542929 5454406.80 0.000000000 0.05000000
## 9 1112.53197 4 73093152 1064866.65 0.000000000 0.06451613
## 10 -1058.05120 4 24437611 5765756.80 0.022222222 0.11111111
## 11 -1256.31243 4 11041032 58070.15 0.019480519 0.16883117
## 12 -652.44374 4 22605981 357239.59 0.000000000 0.12068966
## 13 -889.47173 4 9953214 74539.27 0.010638298 0.12765957
## 14 -927.94003 4 19712782 113522.63 0.000000000 0.22580645
## 15 -1355.29350 4 103741447 30185484.17 0.000000000 0.00000000
## 16 NA 4 18259670 29597977.11 0.000000000 0.04166667
## 17 383.94511 4 61205150 480215.61 0.000000000 0.00000000
## 18 -763.77852 4 10942641 399422.35 0.000000000 0.24210526
## 19 -1158.05598 4 50446868 2018138.14 0.000000000 0.05714286
## 20 -1022.56329 4 56182579 1372616.38 0.000000000 0.09523810
## 21 456.73971 4 31941424 11283297.29 0.000000000 0.00000000
## 22 -1162.38009 4 79543501 2145393.57 0.000000000 0.00000000
## 23 71.52735 4 15614148 132462.92 0.012987013 0.10389610
## 24 802.22877 4 51695964 930300.91 0.021276596 0.06382979
## 25 -155.75899 4 28594956 2698672.06 0.015625000 0.04687500
## 26 1916.24931 4 8667309 78378.02 0.010256410 0.07692308
## 27 NA 4 45227721 45668265.87 0.000000000 0.00000000
## 28 NA 4 31017168 93766326.81 0.000000000 0.06250000
## 29 -820.86207 4 13265850 346779.90 0.000000000 0.11111111
## 30 -1788.75372 4 27318712 295964.04 0.000000000 0.08000000
## 31 2060.47422 4 62063541 417449.38 0.000000000 0.02941176
## 32 1849.54677 4 4849070 193160.93 0.000000000 0.25490196
## 33 1952.81060 4 27852463 79027.81 0.000000000 0.04255319
## 34 584.02608 4 4346296 48495.04 0.000000000 0.19341564
## 35 129.34560 4 42458569 239289.40 0.000000000 0.13333333
## 36 -329.21562 4 5325499 119233.55 0.023121387 0.13872832
## 37 -156.60694 4 88218172 1329200.80 0.000000000 0.00000000
## 38 -365.84585 4 94523270 3132579.12 0.000000000 0.12500000
## 39 371.67512 4 43057817 453239.12 0.062500000 0.21875000
## 40 1826.07701 4 53142391 93645.31 0.000000000 0.00000000
## 41 1147.20753 4 5728933 104180.57 0.000000000 0.25684932
## 42 1704.97188 4 36754266 331863.08 0.000000000 0.03921569
## 43 653.52078 4 25264115 268315.61 0.000000000 0.03278689
## 44 -1344.17127 4 29869038 50801.62 0.041666667 0.04166667
## 45 -1347.88146 4 13415068 76909.72 0.013888889 0.15277778
## 46 2069.00279 4 48141543 986179.95 0.000000000 0.10526316
## 47 2821.84540 4 40416017 158293.84 0.000000000 0.00000000
## 48 NA 4 264322562 365493493.83 0.000000000 0.00000000
## 49 -1185.70080 4 13278118 537423.62 0.017857143 0.12500000
## 50 -580.48084 4 48930129 375165.04 0.000000000 0.03846154
## 51 -394.15708 4 24396212 137658.19 0.000000000 0.09523810
## 52 921.52809 4 174405280 861689.29 0.000000000 0.00000000
## 53 834.74241 4 17854254 289872.68 0.000000000 0.21621622
## 54 1298.48307 4 21992128 125538.32 0.000000000 0.08510638
## 55 -1511.69317 4 15324508 467293.00 0.000000000 0.16000000
## 56 -851.39914 4 36757340 450867.16 0.000000000 0.12903226
## 57 -1000.27333 4 47691305 378294.18 0.000000000 0.00000000
## 58 -1288.82711 4 72781108 302547.69 0.000000000 0.06250000
## 59 800.79181 4 56292151 35552.86 0.000000000 0.00000000
## 60 975.92941 4 2443328 105115.93 0.001801802 0.17837838
## 61 -1048.69635 4 40931456 116285.21 0.000000000 0.07142857
## 62 542.01835 4 57865566 1178178.23 0.000000000 0.04545455
## 63 -1252.35255 4 31701357 363524.12 0.052631579 0.05263158
## 64 851.37853 4 21534459 95043.48 0.000000000 0.13846154
## 65 NA 4 4148354 2949491.43 0.008333333 0.24166667
## 66 1383.15040 4 63177177 1637540.14 0.000000000 0.04545455
## 67 NA 4 20556435 3864819.19 0.020833333 0.08333333
## 68 -844.17852 4 13728066 118333.24 0.000000000 0.09333333
## 69 NA 4 67041199 44851672.15 0.000000000 0.07692308
## 70 593.61949 4 22600633 6220967.92 0.000000000 0.11538462
## 71 NA 4 70520162 5088548.94 0.000000000 0.03125000
## 72 -180.70475 4 53341640 17652458.08 0.000000000 0.08333333
## 73 14.49219 4 39082367 1200720.04 0.038461538 0.03846154
## 74 1286.11669 4 17600209 85915.04 0.000000000 0.17708333
## 75 -1654.64357 4 51300526 163669.58 0.000000000 0.00000000
## 76 -693.41967 4 23560418 230245.31 0.000000000 0.13953488
## 77 889.46887 4 29924065 378975.37 0.024390244 0.02439024
## 78 3600.08375 4 27879951 57686.30 0.000000000 0.05681818
## 79 -143.43051 4 21231595 267556.83 0.000000000 0.15942029
## 80 -300.74232 4 14092801 342931.88 0.010638298 0.12765957
## 81 -626.86692 4 28163005 90245.92 0.000000000 0.09615385
## 82 1466.96740 4 54430165 109418.36 0.000000000 0.02222222
## 83 1930.90257 4 30613706 142295.74 0.000000000 0.11111111
## 84 -808.38870 4 22247184 548755.46 0.000000000 0.06521739
## 85 -1639.36547 4 37514194 567236.87 0.000000000 0.06451613
## 86 -578.82070 4 23430269 175213.41 0.000000000 0.05084746
## 87 621.69114 4 113900872 2701347.25 0.000000000 0.08333333
## 88 -1083.50442 4 39205660 204405.56 0.000000000 0.20000000
## 89 623.90660 4 202420784 106914890.40 0.000000000 0.00000000
## 90 -1870.17017 4 15909268 174911.46 0.000000000 0.19417476
## 91 2164.50686 4 19809334 1278306.94 0.000000000 0.06060606
## 92 -779.20077 4 4752042 127631.20 0.006593407 0.16263736
## 93 1950.18155 4 74094196 2621338.93 0.000000000 0.00000000
## 94 926.95529 4 59830414 13018813.33 0.000000000 0.00000000
## 95 -952.20496 4 26101949 75234.16 0.000000000 0.06451613
## 96 1354.87258 4 19128510 131402.55 0.000000000 0.05333333
## 97 -751.11986 4 36872637 129479.87 0.000000000 0.07547170
## 98 1549.22281 4 17309323 260594.36 0.000000000 0.12727273
## 99 -737.88510 4 30982004 258306.93 0.035714286 0.03571429
## 100 -856.48143 4 62277694 117273.92 0.000000000 0.15384615
## shape_length shape_area
## 1 16632.472 15255287
## 2 32339.270 43472594
## 3 47686.766 86083790
## 4 48568.005 109294568
## 5 50378.349 78033330
## 6 45198.050 61461012
## 7 44564.024 107704421
## 8 61154.495 147220913
## 9 50571.628 109751216
## 10 26881.791 44096242
## 11 19188.706 16829296
## 12 27128.920 34938538
## 13 15343.280 15120860
## 14 23384.365 30319498
## 15 73406.074 206828689
## 16 30488.246 71248256
## 17 48318.567 95389232
## 18 19163.296 17219368
## 19 41599.773 79732056
## 20 50631.563 86252274
## 21 37789.929 66391123
## 22 60531.914 122190903
## 23 22651.292 23713701
## 24 40543.603 77242900
## 25 28380.221 46878668
## 26 14382.874 13079212
## 27 64336.665 140467177
## 28 54538.082 189463000
## 29 20407.911 20734270
## 30 32458.768 42204499
## 31 48818.850 93187525
## 32 11840.642 7726971
## 33 28704.803 42671458
## 34 11063.320 6750868
## 35 40874.076 65509433
## 36 13072.568 8191518
## 37 64364.255 138657055
## 38 63864.260 147122814
## 39 36843.194 67132497
## 40 47917.445 80468939
## 41 11907.427 8948744
## 42 32279.681 57151700
## 43 29421.345 38483227
## 44 29469.504 45304974
## 45 21643.093 20319338
## 46 42400.040 75903271
## 47 31517.511 60633209
## 48 151760.736 950206957
## 49 19971.202 21050578
## 50 43113.570 74167011
## 51 29534.581 37114395
## 52 99962.269 261941044
## 53 22462.512 27419126
## 54 26119.300 33230534
## 55 22803.171 23870414
## 56 37512.136 56516678
## 57 42171.371 72066349
## 58 55825.639 111497894
## 59 48085.940 85902875
## 60 8468.602 3829650
## 61 44699.656 62867433
## 62 47457.842 88913635
## 63 31083.286 48260569
## 64 25404.856 33088916
## 65 12658.684 10397404
## 66 51636.378 100291031
## 67 23390.838 36225054
## 68 18513.247 21232346
## 69 57417.720 167753223
## 70 24384.921 44424126
## 71 51381.074 111633040
## 72 47811.228 109183126
## 73 31776.675 62288065
## 74 21208.881 26805215
## 75 47430.436 77398465
## 76 27449.779 36162186
## 77 26139.204 45271555
## 78 30367.812 41372113
## 79 27001.804 33248253
## 80 19003.383 21903895
## 81 28997.415 42619730
## 82 43645.134 81452028
## 83 28346.420 45765284
## 84 26219.210 34310976
## 85 39602.696 58901445
## 86 29707.953 36523192
## 87 64159.966 176258315
## 88 38617.028 59158429
## 89 99363.756 472064660
## 90 20752.713 24018825
## 91 23628.939 32586051
## 92 11247.369 7431963
## 93 55853.226 118641479
## 94 45613.673 111088118
## 95 35324.135 40313310
## 96 24325.845 29025849
## 97 36349.714 56948215
## 98 21296.158 26702991
## 99 32201.204 48024718
## 100 54798.255 95288563#Scale variables <- our data was really difficult to scale so this ended up being convoluted
ej.scaled <- full.join %>%
mutate_if(is.numeric, scale)
ej.scaled## county per_tested num_high_lead per_highlead_h fips
## 1 ALAMANCE -0.88410296 1.43983603 -1.44746761 -1.70622042
## 2 ALEXANDER 0.68669397 -0.56838836 -0.61558967 -1.67175132
## 3 ALLEGHANY -1.70237856 -0.69009893 0.38840094 -1.63728222
## 4 ANSON -1.67315443 -0.44667779 2.10952771 -1.60281312
## 5 ASHE 0.01453900 -0.75095421 -1.47615306 -1.56834402
## 6 AVERY 0.18257774 -0.56838836 0.96210986 -1.53387492
## 7 BEAUFORT 1.02277145 -0.44667779 -0.47216244 -1.49940582
## 8 BERTIE 1.00815938 -0.56838836 0.10154648 -1.46493672
## 9 BLADEN 0.40906474 -0.38582250 0.38840094 -1.43046762
## 10 BRUNSWICK -0.18272387 -0.56838836 -1.04587136 -1.39599852
## 11 BUNCOMBE -0.12427561 0.40529619 -0.61558967 -1.36152943
## 12 BURKE 1.00085335 0.22273034 0.24497371 -1.32706033
## 13 CABARRUS -0.89871502 0.52700676 -0.32873521 -1.29259123
## 14 CALDWELL 0.46020697 -0.14240137 -0.18530798 -1.25812213
## 15 CAMDEN -0.40190483 -0.69009893 -0.18530798 -1.22365303
## 16 CARTERET 0.18257774 -0.32496722 -0.04188075 -1.18918393
## 17 CASWELL 0.09490536 -0.50753307 0.67525540 -1.15471483
## 18 CATAWBA 0.21910791 -0.02069080 -0.61558967 -1.12024573
## 19 CHATHAM -0.92793915 -0.56838836 -0.75901690 -1.08577663
## 20 CHEROKEE -0.08774545 -0.69009893 -1.04587136 -1.05130753
## 21 CHOWAN 0.12412949 -0.69009893 -0.61558967 -1.01683843
## 22 CLAY -0.46765912 -0.75095421 -1.47615306 -0.98236933
## 23 CLEVELAND 0.86203874 0.10101977 -0.18530798 -0.94790023
## 24 COLUMBUS 0.42367681 -0.14240137 0.38840094 -0.91343113
## 25 CRAVEN 1.05199558 0.22273034 -0.32873521 -0.87896203
## 26 CUMBERLAND -2.36722749 2.10924416 0.53182817 -0.84449293
## 27 CURRITUCK -2.22841288 -0.69009893 -0.61558967 -0.81002384
## 28 DARE -1.15442615 -0.69009893 -1.04587136 -0.77555474
## 29 DAVIDSON 0.93509906 1.19641489 0.24497371 -0.74108564
## 30 DAVIE 0.37253458 -0.32496722 0.53182817 -0.70661654
## 31 DUPLIN 0.83281461 -0.44667779 -0.75901690 -0.67214744
## 32 DURHAM -0.54802548 0.64871733 -0.75901690 -0.63767834
## 33 EDGECOMBE 0.54057332 -0.26411193 -0.18530798 -0.60320924
## 34 FORSYTH 0.08759933 3.02207343 0.10154648 -0.56874014
## 35 FRANKLIN -0.12427561 -0.50753307 -0.75901690 -0.53427104
## 36 GASTON -1.58548205 0.16187506 -0.47216244 -0.49980194
## 37 GATES -0.70145215 -0.69009893 -0.04188075 -0.46533284
## 38 GRAHAM -0.56263754 -0.75095421 -1.47615306 -0.43086374
## 39 GRANVILLE -0.27770228 -0.69009893 -1.33272583 -0.39639464
## 40 GREENE 0.92779303 -0.56838836 -0.04188075 -0.36192554
## 41 GUILFORD 0.65016381 3.75233684 -0.32873521 -0.32745644
## 42 HALIFAX 1.05199558 0.28358563 1.39239155 -0.29298734
## 43 HARNETT -0.95716328 0.83128319 0.53182817 -0.25851825
## 44 HAYWOOD 0.37984061 -0.50753307 -0.75901690 -0.22404915
## 45 HENDERSON -0.32884451 0.04016449 0.10154648 -0.18958005
## 46 HERTFORD 0.86934477 -0.38582250 1.10553709 -0.15511095
## 47 HOKE -1.00830550 -0.26411193 -0.04188075 -0.12064185
## 48 HYDE 0.21910791 -0.69009893 1.67924601 -0.08617275
## 49 IREDELL -0.56994357 0.10101977 -0.47216244 -0.05170365
## 50 JACKSON 0.32869839 -0.56838836 -0.61558967 -0.01723455
## 51 JOHNSTON -0.63569786 -0.08154608 -0.90244413 0.01723455
## 52 JONES 0.61363364 -0.75095421 -1.47615306 0.05170365
## 53 LEE 0.40175871 -0.02069080 0.10154648 0.08617275
## 54 LENOIR 1.30040067 0.28358563 0.96210986 0.12064185
## 55 LINCOLN -1.71699063 -0.38582250 -0.18530798 0.15511095
## 56 MACON -0.06582735 -0.44667779 0.24497371 0.18958005
## 57 MADISON 0.22641394 -0.56838836 0.24497371 0.22404915
## 58 MARTIN 1.30040067 -0.44667779 0.38840094 0.25851825
## 59 MCDOWELL 0.21180187 -0.32496722 0.24497371 0.29298734
## 60 MECKLENBURG -2.11151637 3.63062627 -0.47216244 0.32745644
## 61 MITCHELL -2.33069733 -0.75095421 -1.47615306 0.36192554
## 62 MONTGOMERY 1.90680134 -0.14240137 1.53581878 0.39639464
## 63 MOORE 1.05930161 0.04016449 -0.47216244 0.43086374
## 64 NASH 1.05199558 0.77042790 0.67525540 0.46533284
## 65 NEW HANOVER 0.46751300 1.31812546 0.10154648 0.49980194
## 66 NORTHAMPTON 0.51865523 -0.56838836 0.24497371 0.53427104
## 67 ONSLOW -0.13888767 1.80496774 -0.18530798 0.56874014
## 68 ORANGE -0.85487883 -0.38582250 -0.75901690 0.60320924
## 69 PAMLICO 2.71777092 -0.69009893 -0.61558967 0.63767834
## 70 PASQUOTANK 1.18350416 -0.14240137 0.38840094 0.67214744
## 71 PENDER 0.46020697 -0.50753307 -0.75901690 0.70661654
## 72 PERQUIMANS 0.73053016 -0.56838836 0.96210986 0.74108564
## 73 PERSON -1.60009411 -0.32496722 1.53581878 0.77555474
## 74 PITT 0.02184504 -0.02069080 -0.75901690 0.81002384
## 75 POLK -1.43205537 -0.69009893 -0.32873521 0.84449293
## 76 RANDOLPH 0.66477587 0.70957262 0.10154648 0.87896203
## 77 RICHMOND 1.23464638 0.34444091 1.39239155 0.91343113
## 78 ROBESON 0.73053016 0.46615148 -0.32873521 0.94790023
## 79 ROCKINGHAM -0.18272387 0.28358563 0.81868263 0.98236933
## 80 ROWAN 0.13143552 0.70957262 0.24497371 1.01683843
## 81 RUTHERFORD -2.19188272 -0.62924364 -0.75901690 1.05130753
## 82 SAMPSON 1.38807306 0.10101977 -0.04188075 1.08577663
## 83 SCOTLAND 0.91318096 -0.14240137 0.67525540 1.12024573
## 84 STANLY 1.15428003 0.22273034 0.67525540 1.15471483
## 85 STOKES -0.17541783 -0.32496722 0.67525540 1.18918393
## 86 SURRY -0.62839183 0.46615148 2.10952771 1.22365303
## 87 SWAIN 0.39445268 -0.56838836 0.67525540 1.25812213
## 88 TRANSYLVANIA 0.48943110 -0.56838836 -0.32873521 1.29259123
## 89 TYRRELL -0.68684009 -0.62924364 6.12549016 1.32706033
## 90 UNION -2.05306811 -0.14240137 -0.61558967 1.36152943
## 91 VANCE -0.67953406 -0.50753307 -0.47216244 1.39599852
## 92 WAKE -0.84026676 5.21286367 -0.32873521 1.43046762
## 93 WARREN 0.45290094 -0.50753307 0.96210986 1.46493672
## 94 WASHINGTON -0.07313338 -0.69009893 -0.61558967 1.49940582
## 95 WATAUGA 1.10313780 -0.38582250 -0.04188075 1.53387492
## 96 WAYNE 0.13874155 -0.02069080 -0.61558967 1.56834402
## 97 WILKES 0.56979745 -0.32496722 -0.47216244 1.60281312
## 98 WILSON 1.13236193 0.52700676 0.53182817 1.63728222
## 99 YADKIN -0.43843499 -0.50753307 -0.18530798 1.67175132
## 100 YANCEY -1.00830550 -0.62924364 0.24497371 1.70622042
## bf_acreage objectid id acstotpop acsipovbas acseducbas
## 1 0.004331364 -1.587674886 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## 2 -0.313485055 -1.550973320 -1.679863730 0.24405742 0.211718117 0.45702447
## 3 -0.313485055 -1.541597008 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## 4 -0.295068874 -1.533560169 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## 5 -0.313485055 -1.522576489 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## 6 -0.308258594 -1.512396493 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## 7 -0.138494723 -1.498733866 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## 8 NA -1.483999661 -1.457295889 -1.40672860 -1.484137746 -1.39413054
## 9 NA -1.470337035 -1.423012412 -1.09257575 -1.017523130 -1.14409301
## 10 -0.067823086 -1.437921784 -1.404394211 -0.15683255 -0.059981613 0.39776518
## 11 0.379309338 -1.372555492 -1.370440686 0.55350341 0.569888246 0.91133259
## 12 -0.122147159 -1.315761829 -1.335665393 0.24444822 0.242772331 0.43113102
## 13 -0.155290793 -1.275041845 -1.300852369 1.98847498 2.086895550 1.90171683
## 14 -0.210411191 -1.233250281 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## 15 NA -1.215033446 -1.216295482 0.81303764 0.956033415 0.91761991
## 16 -0.296237734 -1.194137664 -1.181477196 -1.47978165 -1.418422756 -1.41878867
## 17 NA -1.170027147 -1.147728456 -0.58351694 -0.606700095 -0.43957473
## 18 -0.156766284 -1.139755053 -1.129112939 0.54575400 0.599701222 0.57678978
## 19 0.159392495 -1.104928750 -1.094496593 1.55258833 1.634761649 2.10943696
## 20 -0.313485055 -1.089926651 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## 21 -0.230209501 -1.080550338 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## 22 NA -1.074924551 -0.975119280 0.23846911 0.363186632 0.80083319
## 23 -0.141707486 -1.052421401 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## 24 NA -1.019202467 -0.906545652 -0.77638263 -0.845981505 -0.86277216
## 25 -0.228818219 -0.989466162 -0.871576525 0.43133100 0.323919951 0.17189396
## 26 -0.077232547 -0.920081451 -0.853458045 0.70172574 0.605640258 0.15449471
## 27 -0.308725405 -0.863823577 -0.816308810 0.75035111 0.856364175 0.95925295
## 28 NA -0.851232529 -0.768027672 -1.01275031 -0.909098724 -0.88657829
## 29 -0.278748769 -0.813727280 -0.749258894 0.17983541 0.248139727 0.23352823
## 30 -0.297100878 -0.778097293 -0.714473258 0.63308927 0.736209011 0.85295311
## 31 -0.185139285 -0.762291510 -0.679845863 0.80119539 0.884907376 0.74895777
## 32 0.237847074 -0.712195213 -0.646814433 1.57878903 1.468819393 1.67929722
## 33 -0.269842733 -0.658616285 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## 34 0.763499064 -0.580926841 -0.577995121 0.19282213 0.202303876 0.02124225
## 35 -0.287169687 -0.507791605 -0.542548503 2.04795261 2.044113938 2.27651603
## 36 0.084687056 -0.453408994 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## 37 NA -0.404384275 -0.457969308 -0.89753456 -0.795325694 -0.87850291
## 38 -0.279188121 -0.399562172 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## 39 -0.283297895 -0.388846386 -0.389057471 1.10154925 0.990568906 1.31590536
## 40 NA -0.376791128 -0.354953000 0.44695998 0.045981888 0.62834818
## 41 0.279542515 -0.295083263 -0.336571510 0.96489613 0.935972082 0.84201485
## 42 0.014171023 -0.203195403 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## 43 -0.262035078 -0.173191204 -0.266740218 1.97093175 1.953445006 1.69828195
## 44 -0.276478782 -0.143990688 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## 45 -0.044397375 -0.111843332 -0.183002938 0.33618615 0.416528055 0.72427617
## 46 NA -0.087464920 -0.148229980 -0.56145326 -0.779604011 -0.65799639
## 47 NA -0.075677556 -0.113425667 1.94898003 1.905385397 1.65537018
## 48 NA -0.067372822 -0.079439896 -1.65055289 -1.846732668 -1.79650352
## 49 -0.196049865 -0.035761255 -0.060187717 0.22585625 0.316367651 0.17116760
## 50 NA 0.001208205 -0.010431040 0.47395741 0.179298882 0.09367096
## 51 -0.244808809 0.030676615 0.008371874 2.37685845 2.468148322 2.33210651
## 52 NA 0.055055027 0.057974393 -0.22865072 -0.114245508 0.09874559
## 53 -0.257806313 0.066842391 0.077099762 0.47328248 0.535089609 0.33317512
## 54 -0.262007618 0.089345540 0.111215472 -0.71826157 -0.672304439 -0.81807442
## 55 -0.225728108 0.115331320 0.146700454 0.48445491 0.574076436 0.66928918
## 56 -0.299489855 0.137030786 0.196655951 -0.02354282 0.007790672 0.15908142
## 57 -0.311608654 0.152836569 0.231107520 -0.68511620 -0.587452585 -0.45020897
## 58 -0.284588492 0.164623933 0.249024004 -0.36666102 -0.434320451 -0.30903946
## 59 -0.178475776 0.174536035 0.300013523 -1.06860292 -0.973482525 -1.09646682
## 60 8.221215738 0.328843346 0.317915592 1.27660075 1.343287862 1.20165323
## 61 NA 0.481275394 0.368574588 -1.13740352 -1.106290345 -1.06547561
## 62 -0.310235679 0.490919601 0.403201051 -0.64502473 -0.664924880 -0.74059618
## 63 -0.259087757 0.512083277 0.437487977 0.62742044 0.707469983 0.93235393
## 64 0.036422383 0.544766423 0.455751552 -0.04965775 -0.007162906 -0.11206474
## 65 1.145676923 0.594326931 0.490496753 1.18572030 1.162888988 1.21618944
## 66 -0.306986303 0.632367969 0.540325920 -1.59582515 -1.600315460 -1.60283954
## 67 NA 0.663979536 0.559125508 1.62830380 1.148581868 0.27139055
## 68 -0.187931002 0.709789519 0.593574368 1.29466131 1.003413274 0.80312107
## 69 NA 0.733364247 0.644254961 -1.41271303 -1.461910663 -1.21145682
## 70 NA 0.743812138 0.678832956 0.16157464 0.020387756 0.06330203
## 71 0.059277852 0.759350027 0.712632828 1.11489329 1.144083936 1.34880504
## 72 NA 0.771137391 0.747046131 -0.99907115 -0.917077931 -0.83862452
## 73 -0.289970557 0.781317387 0.781503476 0.14200151 0.211149358 0.26760210
## 74 -0.237989697 0.814000533 0.800119388 1.12439863 1.059485848 0.45627675
## 75 -0.266822187 0.842933153 0.850407796 0.70677276 0.772419211 1.43005726
## 76 -0.216214302 0.869186828 0.869542064 0.58238140 0.661677521 0.61626910
## 77 -0.304331883 0.903209447 0.920183546 -1.05584760 -1.045707060 -1.30387892
## 78 0.240409962 0.937767855 0.954472307 0.15561782 0.169539503 -0.21387511
## 79 NA 0.979827313 0.973074015 -0.41070404 -0.343635823 -0.33175281
## 80 0.358467567 1.023494139 1.007705238 0.06428816 0.066200648 0.00796831
## 81 -0.161359345 1.062606756 1.057826914 -0.53732134 -0.479209716 -0.50763386
## 82 -0.279700699 1.088592535 1.092450254 -0.14831836 -0.074407857 -0.35056616
## 83 0.769573108 1.107880949 1.110363062 -0.45970373 -0.619844736 -0.67600929
## 84 -0.296158101 1.127437258 1.160672620 -0.39370675 -0.389177718 -0.43450035
## 85 -0.307773476 1.148065145 1.180305204 0.05155648 0.132961576 0.31514744
## 86 -0.160892534 1.172175662 1.229578136 -0.70533078 -0.630655646 -0.76158487
## 87 -0.294721053 1.191196181 1.264483550 -0.80530834 -0.728041563 -0.94111199
## 88 0.870596662 1.201108283 1.298996943 -0.35874234 -0.352403870 -0.01665108
## 89 NA 1.209145122 1.333446237 -1.87000451 -2.167626217 -1.70972814
## 90 -0.076147896 1.238077743 1.351714989 2.15766659 2.233343170 1.82002536
## 91 -0.277842605 1.274511413 1.402361508 -0.33704267 -0.277038473 -0.53098084
## 92 0.918577586 1.405243996 1.421253533 2.44784241 2.463992051 2.43641174
## 93 NA 1.531154475 1.471090499 -0.37332695 -0.431942093 -0.27251085
## 94 -0.291517443 1.539191314 1.505543327 -1.90919578 -1.836381264 -2.19656356
## 95 -0.277897524 1.551514468 1.539486693 0.82632468 0.421083627 -0.08898791
## 96 -0.227024197 1.579911299 1.558096930 0.55622758 0.563922201 0.36681955
## 97 -0.287535814 1.614201813 1.609084933 -0.50153277 -0.433054427 -0.44163135
## 98 -0.269202011 1.643134433 1.627004518 0.04579453 0.096185685 -0.06459216
## 99 NA 1.665369688 1.662310074 -0.34511731 -0.252616327 -0.32014844
## 100 -0.240561738 1.676353368 1.712438555 -0.30469348 -0.210186943 -0.04271315
## acstothh acstothu minorpop minorpct lowincome lowincpct
## 1 -0.045717388 -0.69541681 0.120161568 0.27124268 -0.034519893 0.17789063
## 2 -0.004650632 -0.23633285 -0.955061509 -1.02232047 0.246816101 -0.22295738
## 3 -1.191069112 0.17049644 -1.218513590 -1.06940586 -0.619876901 1.14403565
## 4 -0.604288283 -0.74433419 0.960542362 1.35042427 0.236003797 0.92267341
## 5 -0.301975983 0.59041188 -1.359209540 -1.34327509 -0.844763295 -0.22382165
## 6 -1.358230537 1.16838805 -1.189344421 -1.24395991 -1.294293330 0.73046100
## 7 -0.170459829 0.16381607 -0.029632812 0.37585340 0.154602322 0.86149136
## 8 -1.467214596 -1.56569119 0.629732895 1.57186151 -0.813108302 0.89310377
## 9 -1.029327891 -0.97742940 0.086926722 0.78239681 0.018435108 1.68647779
## 10 0.255482889 1.73099083 -0.761226421 -0.94859987 -1.014910502 -1.44850753
## 11 1.041081256 0.50230322 -0.712515308 -0.85022502 -0.100024785 -0.66856823
## 12 0.215584722 -0.06122462 -0.666965925 -0.87147401 0.651532813 0.06043337
## 13 1.664577534 0.78886383 0.863996433 0.11021583 0.368679492 -1.04866566
## 14 -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668 0.44375661
## 15 0.566872628 -0.08775103 -0.460373029 -0.87984360 -0.479144885 -2.18289532
## 16 -1.352534097 -0.16740015 -1.215093897 -1.07701110 -2.306686692 -1.75524251
## 17 -0.559730560 -0.82380547 0.075415097 0.40298716 -0.736441505 -0.09490631
## 18 0.599126287 0.04027293 -0.254691480 -0.44791069 0.257321089 -0.55301076
## 19 2.052893509 1.28097260 0.351139560 -0.27565072 0.213928385 -1.31178262
## 20 -0.049651671 1.00656586 -1.270282007 -1.33002532 -0.165221309 0.11879521
## 21 -1.225115048 -1.36097846 -0.221452013 0.06192854 -1.048398396 -0.60980421
## 22 1.275613821 2.27201457 -1.334597054 -1.46938481 1.024962050 0.35054271
## 23 -0.789107423 -1.05192106 -0.463994337 -0.16214476 0.072704390 0.75571322
## 24 -0.826242496 -1.10371025 0.062613672 0.43884865 -0.083382405 0.96303732
## 25 0.560750423 0.10909092 0.283301687 0.29283441 -0.157019725 -0.34428023
## 26 0.555944136 0.21271888 1.733875010 1.36106494 1.048268047 0.37755172
## 27 0.881457071 2.22328999 -0.893501603 -1.20154049 -0.683937803 -1.87108086
## 28 -0.759135331 2.51148948 -1.184754297 -1.28111550 -1.969073889 -2.57415258
## 29 0.286787863 -0.20315376 -0.617274827 -0.56446695 0.173749241 0.12314493
## 30 0.572172079 0.18065783 -0.761329917 -0.92297671 -0.417564595 -1.47940801
## 31 0.577733518 0.30424192 1.319550156 0.87367883 3.058865136 1.50971699
## 32 1.983265372 1.07600642 2.462425895 1.30443852 0.692875562 -0.78839373
## 33 -0.994474282 -1.29671687 0.904280904 1.85644844 0.131149282 1.58175778
## 34 0.265046123 -0.31236334 0.672261133 0.65339469 0.007756527 -0.25413396
## 35 2.136694101 1.50453631 1.142572890 0.54832511 1.737118944 -0.15958956
## 36 -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714 0.05429053
## 37 -1.053688272 -1.27686899 -0.151080775 0.31948314 -1.783382397 -1.33303760
## 38 -1.364044429 0.24214116 -1.177029454 -1.04023225 -0.398680352 1.44097711
## 39 0.717857657 0.24235838 1.073698639 0.73281041 0.272361810 -0.63815453
## 40 -0.117675957 -0.53940054 1.388720654 1.06644200 1.218114490 0.52601582
## 41 1.031568930 0.41169559 1.472948939 1.03571088 0.702910222 0.10234208
## 42 -1.338343086 -1.45332033 0.551201604 1.68205646 -0.333797707 1.69819267
## 43 1.410681302 0.85183798 1.243964525 0.38787373 2.332012510 0.04891611
## 44 -0.199856481 0.14019028 -1.361679318 -1.38570852 -1.168790021 -0.73790776
## 45 0.831023021 0.51111383 -0.733839926 -0.81591399 -0.587973760 -1.01046033
## 46 -0.878904301 -1.09628423 1.348398997 2.00393311 -0.009999555 1.22452461
## 47 1.154998956 0.77206560 2.870644840 1.57115533 2.911189052 0.64837420
## 48 -2.346416100 -1.22195454 -0.360062028 -0.27748953 -1.792212133 -1.29235534
## 49 0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609 -1.12980496
## 50 0.573160847 2.25203943 -0.572855466 -0.82500545 0.425410117 0.15585923
## 51 1.920930731 1.11157857 0.905767276 0.12301414 2.024817797 0.11770742
## 52 0.158138360 -0.06259432 0.187468855 0.18170375 1.344785681 1.59094551
## 53 0.130025975 -0.39015937 0.759706324 0.66685225 0.862443873 0.29836039
## 54 -0.679601955 -0.91144313 0.522778958 1.34744260 0.156420387 1.49735920
## 55 0.576231233 -0.08863151 -0.810768910 -0.91745542 0.092908099 -0.34259020
## 56 0.059933019 -0.21055549 -1.030015476 -1.03682221 0.433000878 0.35010450
## 57 -0.098276955 1.35867704 -1.211255465 -1.18642214 -0.854612131 -0.27698514
## 58 -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040 -0.10479814
## 59 -1.025781587 -1.14367083 0.202651983 1.12970376 -0.773130348 0.53863908
## 60 1.309161485 0.47216469 1.903671316 1.06696629 -0.006750140 -1.38251028
## 61 -0.997391670 -0.61074579 -1.390126358 -1.36099005 -1.594051690 -0.71661499
## 62 -0.837815076 0.14363955 -0.047350080 0.19422231 -0.231860480 0.68331823
## 63 0.941187168 0.70151462 -0.311949201 -0.40656690 -0.611590931 -1.11429612
## 64 -0.062382993 -0.40080439 0.888378198 1.12921981 -0.404628922 -0.19330615
## 65 1.758967261 1.34211003 -0.148811835 -0.46656097 0.631692916 -0.57984138
## 66 -1.523181721 -1.29873366 0.333538609 1.50051012 -1.141504582 0.84269264
## 67 0.803744707 0.69809618 0.746568343 0.10344830 1.385246829 -0.07241957
## 68 1.083174479 0.34340850 0.410254812 -0.07709619 -0.392955265 -1.34431681
## 69 -1.358189880 -0.85755145 -0.777611164 -0.37595437 -1.612221353 -0.32009615
## 70 -0.032459741 -0.41214018 0.774315771 0.83736671 -0.139539640 0.02452508
## 71 0.912358791 1.22682154 -0.016511775 -0.42951689 0.132973028 -1.29821643
## 72 -0.668491460 -0.85238261 -0.561579664 -0.41344730 -1.112892093 -1.06009386
## 73 0.281083893 -0.05923330 0.138553463 0.19606277 0.027414680 -0.19955874
## 74 1.253352401 0.70258550 1.316751300 0.74856524 1.893935774 0.74443608
## 75 1.535854728 1.77632808 -0.812357168 -1.00233175 -0.059020332 -1.17554551
## 76 0.670940896 0.03718190 -0.453221843 -0.60241898 0.867803909 0.08316632
## 77 -1.014437407 -1.36123277 0.002749816 0.56514931 -0.271600925 1.36476780
## 78 -0.422193828 -0.79437698 2.365243493 2.30299700 2.173821910 2.06725865
## 79 -0.280377745 -0.55569750 -0.379973658 -0.28312990 -0.216543820 0.07826933
## 80 -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995 -0.21983786
## 81 -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757 0.31977974
## 82 -0.416532624 -0.72108224 0.784717373 1.02030101 0.979850371 1.14091382
## 83 -0.732620457 -1.04830336 0.955989119 1.43281943 0.620457947 1.97572383
## 84 -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530 -0.19222530
## 85 0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844 -0.76413705
## 86 -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602 0.23632611
## 87 -1.003935445 0.19898581 -0.074653345 -0.14898186 0.049927221 0.22042007
## 88 -0.062409013 0.45258862 -1.217028466 -1.30195856 -0.450718831 -0.09833982
## 89 -2.081161655 -1.88718401 -0.305488066 0.37174577 -1.723568054 0.05549840
## 90 1.331549171 0.38893456 0.478454236 -0.21901075 -0.303753082 -1.87187192
## 91 -0.520693662 -0.74853595 1.213919632 1.91320111 0.916134717 1.80639633
## 92 2.418050106 1.45224702 1.587815158 0.30972769 -0.227758754 -2.08090712
## 93 -0.453553613 0.55083219 1.268678148 1.43921375 0.235494100 0.45581098
## 94 -1.979682802 -1.99330561 -0.069996049 1.00415660 -1.443295131 0.49168724
## 95 0.712998538 2.53023389 -1.175050392 -1.32329911 1.127894699 0.13165348
## 96 0.589761747 0.02569249 1.057404073 0.93261749 1.438958685 0.83400627
## 97 -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107 0.39784540
## 98 0.100172410 -0.43552148 1.115019933 1.41217198 0.669471759 1.21213664
## 99 -0.174084074 -0.66610710 -0.933097153 -0.93372437 0.020630400 0.32531929
## 100 -0.024653676 1.00857737 -1.322432180 -1.35650881 0.480623357 0.65628652
## lesshs lesshspct under5 under5pct over64 over64pct
## 1 -0.35102045 0.07527144 0.116257896 0.448117199 -0.57693568 -0.387079416
## 2 1.25685725 0.84509107 -0.104741920 -0.038136266 0.44401856 0.083642503
## 3 0.53354946 1.71177900 -1.269052817 -0.979503099 -0.21923340 1.421675921
## 4 0.78071878 0.76480775 -0.526234620 -0.242456264 -0.64589754 -0.193745631
## 5 -0.19340220 0.08240277 -0.837698896 -0.724417483 0.39117349 1.152808829
## 6 -0.18260724 0.01184513 -1.265913684 -1.244566709 -0.60231378 1.073685441
## 7 -0.79960649 -0.58273040 -0.443740237 -0.251617541 0.66307527 0.900639849
## 8 0.04436018 0.52589995 -1.200508907 -0.900531196 -1.01024062 0.371635232
## 9 0.04494203 0.75687022 -0.690165562 0.699819483 -0.82167315 0.309612574
## 10 -1.13259703 -1.43880483 -0.656326719 -1.269506234 2.36548995 2.795829674
## 11 -1.05481259 -1.46712504 0.143610170 0.055155763 0.74114293 -0.134335044
## 12 1.40543911 0.93183944 -0.177118163 -0.365394293 0.46209394 0.235940277
## 13 -0.27404023 -0.74331642 1.900474441 1.299267405 0.09402601 -1.175483751
## 14 0.94369618 1.08651309 -0.403438149 0.026243700 -0.30531672 0.002335771
## 15 0.49929710 -0.64077720 0.092961960 -1.434667537 0.47053381 -1.003562656
## 16 -2.13980465 -1.72135220 -1.234091484 -1.316793936 -0.69591033 1.248723670
## 17 0.89745041 1.07524756 -0.661743264 -0.873946148 -0.21478328 0.232579300
## 18 0.37921822 -0.06903556 0.465848299 0.489787935 0.21701801 -0.462759289
## 19 0.46333733 -0.60747462 0.634306911 -0.081663978 3.22625443 0.623349831
## 20 -0.34243640 -0.20276077 -0.824755465 -1.314253810 1.69819934 2.238237703
## 21 -0.78792529 -0.43463445 -1.030584162 -1.280425926 -0.50382859 0.217087413
## 22 -0.38595460 -0.76807892 -0.710234235 -0.896173444 3.01832829 2.042282705
## 23 -0.35097347 0.26921687 -0.297451324 0.425316728 -0.68458786 -0.110456660
## 24 0.03860365 0.33341295 -0.622713410 -0.324780879 -0.62895922 0.252595481
## 25 -0.68727157 -0.51981057 0.822164287 1.204276589 0.35198007 -0.192899385
## 26 -1.33389364 -1.28075675 1.664926555 1.950416390 -1.25447374 -1.604980885
## 27 -0.50276659 -1.49590185 0.461286998 -0.817585854 -0.02876865 -0.838671310
## 28 -2.32977922 -2.41403048 -0.868813252 -1.581450736 -0.71398375 -0.795270143
## 29 0.57189105 0.52965188 0.132683288 0.136879180 -0.01550347 -0.316848901
## 30 0.15041860 -0.44046982 0.003263981 -0.789306024 1.05011626 0.181737719
## 31 3.62031289 2.10941149 0.984780109 0.961669763 0.53340253 -0.313817701
## 32 0.14389851 -0.53874396 1.789083889 1.115073593 -0.42370581 -1.329934026
## 33 0.12866146 1.04599020 -0.399367376 0.742069381 -0.97717251 0.068713502
## 34 -0.91259827 -0.76973507 0.469177767 0.881269094 -0.57960082 -0.803741864
## 35 2.02564052 0.34802008 1.365849958 0.419133161 1.29019480 -0.391199843
## 36 -0.51013437 0.23303288 -0.145240767 0.680618471 -1.19173269 -0.653603615
## 37 -0.92363335 -0.43183671 -1.025012859 -1.321495718 -0.76466866 0.225716219
## 38 -0.21717844 1.10055639 -1.121698182 -0.638509476 -0.31676499 0.857460353
## 39 1.22429018 0.46997724 0.372252545 -0.536723848 0.47818243 -0.338332927
## 40 3.48205530 2.24450704 0.097961848 -0.087259326 -0.36540242 -1.040506686
## 41 -0.55317177 -0.72791480 0.900101315 0.974557665 -0.14325639 -1.056752450
## 42 0.19089726 1.68050759 -0.837409242 -0.169461133 -1.14325676 0.414723461
## 43 0.83099661 -0.24943270 2.652412510 1.611051823 -0.25249980 -1.251020465
## 44 -0.98024994 -0.73719001 -0.633532093 -0.579926044 0.56979600 0.942622392
## 45 -0.82275893 -1.08676622 -0.076305060 -0.277762876 2.08411108 1.349818694
## 46 0.72375937 1.22291305 -0.673336570 -0.316393184 -0.48358560 0.009031768
## 47 0.91038371 -0.03393701 3.478085717 2.226386624 -1.23035794 -1.872549119
## 48 -0.83545174 -0.73908657 -1.055345509 -1.754178885 -1.96342967 -1.671143461
## 49 -0.88262031 -0.77649631 0.217445764 0.470213574 -0.55146861 -0.846275898
## 50 -0.77193632 -1.00159946 -0.134532916 -0.291496015 0.62993906 0.148004876
## 51 1.29665349 0.24690962 2.193420604 1.255240117 0.34582474 -1.087655444
## 52 0.91615559 0.62996915 -0.561666152 -0.534614542 0.40992753 0.244665587
## 53 0.65356074 0.58886093 0.836931690 1.356506129 -0.18700016 -0.806714237
## 54 0.31389399 1.31219773 -0.305326941 0.805682585 -0.57202304 -0.038263300
## 55 0.34233384 -0.10813642 0.102061755 0.319086630 0.11514794 -0.542223685
## 56 0.42120078 0.23616948 -0.504605226 -1.049134527 0.25367463 0.261857474
## 57 -1.15382169 -0.86568617 -0.618539872 -0.058611847 1.24967407 1.994479733
## 58 -0.32690442 -0.13346162 -0.630146753 -0.636058631 0.19926246 0.551970094
## 59 -0.50849267 0.21299746 -0.663806709 0.062793941 -0.46730942 0.933803966
## 60 -0.64918706 -1.23688827 1.611351185 1.368651782 -1.07644237 -1.834937301
## 61 -0.72093018 0.35761412 -1.018977281 -1.168451385 -0.16932858 1.323880667
## 62 0.62209545 1.08344804 -0.336914721 -0.179469680 -0.47659815 0.259318622
## 63 -0.87869870 -1.01866005 0.485803990 0.498347718 2.12199341 0.850902341
## 64 -0.18494282 0.08205787 0.070962456 0.223333288 -0.28532325 -0.186612820
## 65 -1.51926000 -1.88677673 0.492161303 -0.270424172 0.71352223 -0.677254452
## 66 -0.30162508 0.80501010 -1.204054281 -0.400439297 -0.74063806 1.486546863
## 67 -1.41138785 -1.42682007 3.366586145 3.192561254 -1.52065908 -2.045873699
## 68 -1.60006642 -1.89397039 0.284924303 -0.740266279 -0.38034719 -1.438749193
## 69 -1.47214759 -1.00043705 -1.414504087 -1.538271761 0.12159946 1.465275623
## 70 -0.32424509 -0.36618049 0.535451994 1.827166779 -0.37983676 -0.490568634
## 71 0.22247700 -0.82786872 0.829273501 -0.303631044 0.89630744 -0.298769763
## 72 -0.94968700 -0.86694784 -0.914515348 -0.956076208 0.49636917 -0.008720309
## 73 -0.15034850 -0.16784183 0.001714016 -0.021675569 0.15988183 0.223724608
## 74 -0.84071257 -1.02113372 0.962655914 0.408324930 -0.64667583 -1.344737342
## 75 -0.80538983 -1.54328716 -0.735769374 -1.788216453 3.80465584 2.525389330
## 76 1.44999920 0.80156044 0.488243755 0.583013476 0.21837810 -0.461104463
## 77 -0.13733107 0.87239766 -0.369161777 1.170084506 -1.31439485 -0.540748154
## 78 1.69202618 1.70586736 0.765475222 1.791450202 -0.86097648 -1.080721635
## 79 0.29400475 0.38494488 -0.355904741 -0.118185498 -0.18806112 0.180602471
## 80 -0.06526985 -0.14880274 0.150700022 0.323153903 -0.30400643 -0.427537177
## 81 0.13593339 0.39830282 -0.451400779 -0.372412663 -0.05945730 0.562138868
## 82 1.39554287 1.33827195 0.382566549 1.106382564 -0.43560768 -0.393000118
## 83 0.57233641 0.94709434 0.078517841 1.126506850 -0.77379414 -0.370266611
## 84 -0.35271845 -0.13092456 -0.142304480 0.366634347 -0.38788615 -0.130145249
## 85 0.61204543 0.36557340 -0.421784510 -0.655457606 0.41316087 0.313494512
## 86 0.80446795 1.26868034 -0.528379977 -0.008411926 -0.45151913 0.175847563
## 87 0.61353236 1.04478706 -0.139949460 -0.075062841 -0.66214305 -0.027803725
## 88 -0.88755905 -0.90053392 -0.739019301 -0.668554598 1.97170457 2.133278268
## 89 0.21390936 0.99387380 -1.811495145 -2.441358847 -1.51688575 -0.333190387
## 90 -0.25083027 -0.92965167 1.622951772 0.590676094 -0.05573142 -1.484904941
## 91 0.69387965 1.36706902 0.150081886 1.896193325 -0.54557487 -0.459350915
## 92 -1.00907524 -1.80171308 2.169986608 0.737457622 -0.29271076 -1.587081331
## 93 0.83278390 0.69799695 -0.715186504 -0.567839183 0.77620698 1.241012717
## 94 -0.97894726 0.50369972 -1.194009053 -0.324812114 -1.35806624 0.651836733
## 95 -1.16141336 -1.31367159 -0.697504107 -1.164065534 -0.05950791 -0.380793917
## 96 0.50763427 0.31583805 1.041073939 1.200766903 -0.17192377 -0.689346065
## 97 1.09720771 1.34257468 -0.484053345 -0.402847872 -0.06331158 0.335312802
## 98 1.08012965 1.58412219 0.279094132 0.353859319 -0.27886488 -0.415969486
## 99 0.66191772 0.60128558 -0.273815493 0.275917808 -0.17515611 -0.007772497
## 100 0.16322035 -0.03474699 -0.507024526 -0.512381654 1.12070643 1.259957975
## pre1960 pre1960pct vuleopct vuleo dispeo dslpm
## 1 0.753607834 1.08600530 0.27465005 0.080447130 0.193585344 1.427111706
## 2 -0.859432490 -0.81346064 -0.88866273 -0.633244857 -0.948309043 -0.367197250
## 3 -0.459710838 -0.91869039 -0.47872837 -1.165745323 -0.310775143 -1.283832360
## 4 1.172398991 1.22529375 1.37950639 0.820433059 1.282323494 -0.282855853
## 5 0.404499940 -0.34555988 -1.14502447 -1.342834763 -1.031698216 -1.364120287
## 6 0.212553796 -0.02860155 -0.75338794 -1.212455255 -0.589539101 -1.396673804
## 7 0.470206474 0.23857495 0.58190062 -0.008097535 0.253075960 -0.581241718
## 8 -0.350089471 0.57397484 1.54650367 0.280263084 1.448684168 -0.851875482
## 9 -1.264704749 -0.66379603 1.17633741 0.049535447 0.924710282 -0.742776800
## 10 -2.971947725 -2.61762693 -1.23104267 -0.949575262 -1.007803391 NA
## 11 1.821167608 0.92443596 -0.89722986 -0.587455876 -1.138896587 0.624226258
## 12 1.021957641 0.42956387 -0.67553596 -0.287543316 -0.536480851 0.226686522
## 13 0.725972035 0.67819760 -0.25535629 0.745983187 -0.686137388 2.858073048
## 14 0.494447836 0.84729717 -0.66403793 -0.917124884 -0.759311841 0.042430542
## 15 -0.248008198 -0.83624112 -1.41659536 -0.558432212 -1.309925944 -0.592815271
## 16 -1.197045034 -0.91476699 -1.43391116 -1.710736349 -0.867061449 NA
## 17 0.560135215 0.29391958 0.29046103 -0.142823470 0.292053424 -0.330610576
## 18 0.225460865 0.05162252 -0.53840772 -0.129931315 -0.587305885 0.910484497
## 19 -0.498654181 -0.88972446 -0.64936075 0.302984157 -0.868915202 0.113756296
## 20 -0.861711090 -1.24886085 -1.02229303 -1.053661006 -0.918629106 -1.117269827
## 21 0.294298566 0.01731916 -0.15021632 -0.532619818 0.404403843 -0.695655657
## 22 0.084667380 -1.23951374 -1.05761781 -0.739802314 -1.070916861 -1.313097821
## 23 -0.304766048 0.18998423 0.11802233 -0.365333826 0.031094982 0.883766405
## 24 -0.311130261 0.27575141 0.66540473 0.052428051 0.677636819 -0.655470325
## 25 -0.572495057 -0.06176704 0.12093823 0.144681107 -0.169260832 -0.563335489
## 26 -1.613836001 -1.20780238 1.20954385 1.683525973 1.451080823 NA
## 27 -1.713299806 -2.05544901 -1.57119006 -0.940853085 -1.716172789 NA
## 28 -1.221967220 -2.21123659 -1.86483955 -1.586277531 -1.088716466 NA
## 29 -0.004619977 0.02592679 -0.41005602 -0.433895764 -0.659765869 1.342495806
## 30 0.239429881 -0.11819108 -1.22071447 -0.760305970 -1.408021108 0.748110537
## 31 0.714633220 -0.10719335 1.19130339 1.968650760 1.712189887 -0.607006316
## 32 0.540953276 0.20165572 0.78267677 2.164870580 1.330026138 2.773027295
## 33 0.499954322 1.35318432 1.99900541 0.702545528 1.598681119 0.100564184
## 34 0.420981216 0.57130420 0.43812756 0.493426071 0.435477498 1.510368773
## 35 -0.097012981 -0.96220529 0.38524639 1.438967158 0.092898431 -0.058244146
## 36 -0.223852405 0.88155457 -0.09485129 -0.626000493 -0.256797433 2.167493284
## 37 -0.129976726 0.76767672 -0.18148170 -0.733103630 -0.162867399 -0.641518223
## 38 -0.866078406 -0.82304931 -0.35824424 -1.058974853 -0.350513983 -1.457222144
## 39 -0.059596473 0.32911082 0.37577675 0.959687997 0.271354109 0.309798577
## 40 -0.267639212 -0.41814127 1.02307576 1.555641776 1.500472717 -0.554366924
## 41 0.597898585 0.80556894 0.85986156 1.378265556 0.878644323 NA
## 42 0.516975853 2.00025920 1.89798036 0.309094442 1.408321832 0.257032844
## 43 -0.207740482 -0.55643916 0.32548460 1.717125772 0.485537212 0.132442212
## 44 1.420116773 1.26071737 -1.34717316 -1.454712957 -1.261186890 -0.891491115
## 45 -0.470867922 -0.90251796 -0.98177690 -0.779476275 -1.195637166 NA
## 46 -0.041495096 0.75991704 1.99973369 1.146837516 1.812077875 -0.580209202
## 47 -1.945109363 -1.54712949 1.46582495 3.159178992 2.222114061 NA
## 48 -1.704793033 -1.94849975 -0.64446811 -0.747540567 0.416542749 NA
## 49 -0.928455077 -0.40887381 -0.68259684 -0.599066426 -0.893141353 1.650924675
## 50 -0.133902928 -1.17657978 -0.60722142 -0.149269108 -0.553475054 -1.231319579
## 51 -0.339152192 -0.46850146 0.13668180 1.319213038 -0.310464151 0.763434086
## 52 0.900406125 0.29302811 0.66579110 0.531576629 0.814895568 -0.912323133
## 53 -0.391991074 -0.18562105 0.62973080 0.844328015 0.631604494 0.440639595
## 54 1.218731372 1.79316932 1.56525797 0.433747966 1.086188380 -0.130676811
## 55 -0.795419025 -0.38627670 -0.84415775 -0.622377025 -1.125821222 0.854504858
## 56 0.634912491 0.27748802 -0.71263423 -0.656180686 -0.763631148 -0.271178249
## 57 0.650899442 -0.51982608 -1.03728055 -1.245687888 -0.942259666 -1.185196244
## 58 0.898412350 0.57070756 -1.20207572 -1.246599067 -1.195660162 -0.989810444
## 59 1.154090241 1.55193419 1.07768255 -0.134013739 0.686893112 -0.563434025
## 60 -1.288880819 -1.02443684 0.39871428 1.421014329 0.682642787 NA
## 61 1.340175895 1.27825539 -1.32048068 -1.600765124 -1.007224677 -1.088966282
## 62 0.955506812 0.76045248 0.37865613 -0.040723883 0.462507356 -0.403899476
## 63 -0.499293788 -0.52379843 -0.68916466 -0.469652669 -1.057019138 -0.239329655
## 64 -0.024214637 0.22563818 0.83768504 0.529275674 0.670335076 0.717760396
## 65 0.211889205 -0.06704281 -0.56207148 0.120294279 -0.796042048 NA
## 66 0.478450862 1.56822379 1.47307210 -0.092174709 1.154494446 -0.438298190
## 67 -1.862301247 -1.43317870 0.05883044 1.128607424 0.055384942 NA
## 68 -0.877934721 -0.96903365 -0.50159129 0.303513936 -0.663926275 1.764163393
## 69 -0.940001443 -0.65706784 -0.40474872 -1.089267718 -0.179299041 NA
## 70 1.121255033 1.83480376 0.67613510 0.565260137 0.545874101 0.094871540
## 71 -1.208010795 -1.42030437 -0.76768429 0.011987751 -0.869046004 NA
## 72 -0.933866751 -0.95605821 -0.67691052 -0.823742807 -0.190477319 -0.717151119
## 73 0.802251055 0.58149124 0.09110380 0.089452599 -0.005865324 -0.076368245
## 74 -1.150855916 -0.57599773 0.84095526 1.650272634 1.076550306 0.481525182
## 75 3.122800509 0.39553413 -1.18455600 -0.671641552 -1.360697253 -0.099910059
## 76 0.036869774 -0.24838321 -0.45342416 -0.093045586 -0.572351659 0.740760329
## 77 -0.091618442 0.94258233 0.89768722 -0.092453685 0.726333975 -0.009447269
## 78 -0.535111778 0.02223687 2.51422612 2.518721384 2.879467567 0.227073774
## 79 2.264263714 1.80725477 -0.20027731 -0.389421203 -0.138855845 0.139742771
## 80 1.577780530 1.46966838 -0.19938859 -0.166485497 -0.249416319 1.883033198
## 81 1.209594596 1.02124196 -0.54439490 -0.791523516 -0.517913696 0.174796782
## 82 -0.170029447 0.11142122 1.18755595 0.891638180 1.180505215 -0.487253764
## 83 -0.145218027 0.74179377 1.78997587 0.993085849 1.548161653 -0.081688323
## 84 1.889318458 2.31334672 -0.55668190 -0.820209155 -0.665898907 0.616096666
## 85 -0.336506076 -0.60577143 -1.24812165 -1.132745971 -1.391283562 -0.321434821
## 86 0.376482642 0.46659104 -0.65285579 -0.899868504 -0.513965207 -0.183718213
## 87 -0.590937475 -0.87473299 -0.04671032 -0.071931332 0.552296311 NA
## 88 0.627338719 0.34765533 -1.07098137 -1.083365586 -1.007330798 -1.251580275
## 89 0.064615701 0.46996201 0.31477145 -0.749560212 0.588007980 -0.909640134
## 90 -1.864088547 -1.54742019 -0.78752185 0.250374901 -1.411042429 1.671739718
## 91 0.246931308 1.00550675 2.11782467 1.204650412 1.703199117 0.362693120
## 92 -1.913419298 -1.64493747 -0.43408964 1.130094442 -0.592168284 2.835262498
## 93 0.592035612 0.07173488 1.29751527 1.072157215 1.573991899 -0.411699378
## 94 -0.913663166 0.04659220 0.96214246 -0.564807336 0.839317833 -0.860215637
## 95 0.305618062 -0.98611117 -1.01271710 -0.214131670 -0.909985770 -0.973118903
## 96 -0.082976806 0.09548443 1.01712623 1.267881661 1.070837928 0.081980079
## 97 -0.098738411 0.19007442 -0.72151812 -0.885151406 -0.657890352 -0.631947718
## 98 0.655643072 1.12199259 1.52353219 1.063820179 1.231979870 0.711353659
## 99 0.634949243 0.77242875 -0.63848971 -0.745439655 -0.615258083 0.080164228
## 100 1.420627998 0.17930754 -0.86746883 -0.895680754 -0.826400317 -1.321896794
## cancer resp pnpl prmp ptsdf ozone
## 1 0.898839431 0.76080740 -0.57686169 0.7600787422 0.77831698 0.71453588
## 2 0.141179842 -0.08669581 -0.29627482 -0.8760752175 -0.62613322 0.57487102
## 3 -1.678317540 -1.75833081 -0.13251605 -1.0990870365 -0.74560167 0.15993844
## 4 1.018398893 1.20624270 -0.19012161 -1.0606373585 -0.46837459 0.04985865
## 5 -1.852683485 -1.89987560 0.17469551 -1.1860346492 -0.48435673 0.42264494
## 6 -1.950676927 -2.07571201 -0.60709654 -1.1775084938 -0.73946093 0.37447457
## 7 -0.709846077 -0.53673513 1.42286160 -0.3441695268 -0.40811939 -1.37933892
## 8 -0.781490259 -0.75679897 -0.61121505 -0.5208008046 -0.73590128 -1.12654314
## 9 -0.043585177 0.22623096 -0.47420307 -0.5002406864 -0.57503766 -1.45005828
## 10 NA NA 0.15779565 -0.6552477624 -0.27299861 -2.33812719
## 11 -0.577553838 -0.66179003 1.61396042 -0.2472810412 1.34051840 0.50270937
## 12 0.441363560 0.35567891 -0.57653627 1.3836509227 0.07732765 0.34088032
## 13 1.593379224 1.61434041 2.27373879 0.5098766438 0.17274455 2.06021829
## 14 0.240274755 0.13257468 -0.55459419 2.2309275883 1.32967496 0.40137851
## 15 -1.281421639 -1.25628190 -0.60569881 -0.6852021078 -0.67905505 -0.55921929
## 16 NA NA -0.23073179 -1.0996440305 -0.38558865 NA
## 17 0.150403735 0.06783330 -0.28555880 -0.9028589751 -0.64720833 0.29626280
## 18 1.138463725 0.75831649 -0.20863630 1.8668387694 1.44852586 1.01196557
## 19 0.713524020 0.75282291 -0.39697945 0.4651986967 -0.60270302 0.38069901
## 20 -0.855647667 -0.92117525 -0.67769149 -0.8005601342 -0.59005197 -1.00717772
## 21 -1.119249399 -1.02716377 -0.66831355 -1.0935579317 -0.71940783 -1.22594344
## 22 -1.076968663 -1.21288129 -0.66328888 -1.0715675762 -0.70122231 -1.69537665
## 23 1.215698297 0.99017886 0.68746495 0.4538352972 0.09111301 0.87392943
## 24 -0.001177405 0.24568986 -0.28614227 -0.9953496348 -0.35073091 -2.14267666
## 25 -0.296132292 0.30171274 0.70058516 0.5776341230 -0.26326557 -1.87380370
## 26 NA NA 1.64590137 0.3987382459 0.58991512 0.28588928
## 27 NA NA -0.60193471 -0.8939629357 -0.74628712 NA
## 28 NA NA -0.74271582 -0.5782484522 -0.49856305 NA
## 29 1.075267238 0.93937745 -0.45249677 0.7954716368 0.44396511 1.84095619
## 30 0.702268684 0.60993720 -0.26660716 -0.4322777326 -0.33631387 1.61337413
## 31 -0.210086908 -0.05782207 -0.57103320 -0.4599372577 -0.64944691 -1.50207248
## 32 1.885425374 1.26274715 0.20985805 0.8537537227 2.90049958 0.65494904
## 33 -0.071218017 -0.13271440 -0.61708797 1.3611933615 -0.16425623 -0.45176556
## 34 1.114364796 0.67671568 -0.45223085 0.7080517894 3.29007914 1.77402594
## 35 0.426158735 0.41406704 -0.42280564 -0.6768527900 -0.41895257 0.18114282
## 36 1.923818005 1.56387262 3.97196114 3.5192904026 1.67113736 1.29582615
## 37 -0.819740247 -0.78985534 -0.52492646 -1.0484747240 -0.70934167 -1.03493605
## 38 -1.494507384 -1.40703522 -0.61790001 -1.0549596216 -0.70597139 -0.43345993
## 39 0.881822677 0.71763173 3.63056452 -0.2639752254 0.38751093 0.44404133
## 40 -0.367978381 -0.36349101 -0.57889051 -1.0091219642 -0.67532329 -0.52291643
## 41 NA NA -0.63822401 1.7202947905 4.28200276 1.71361935
## 42 0.200856319 0.28399264 -0.66186133 0.8231232715 -0.23361209 -0.65764499
## 43 0.822427799 1.06043561 -0.38335226 -0.1412771668 -0.56467623 0.16748599
## 44 -1.579214353 -1.53538704 2.95673121 1.2178619148 -0.46307164 0.54047227
## 45 NA NA 1.45729178 -0.4358421728 0.43365902 0.12067284
## 46 -0.436767200 -0.44950613 -0.63290667 -0.9272253891 -0.45674908 -1.04715830
## 47 NA NA 0.24179917 1.7509544454 -0.62866790 0.21940161
## 48 NA NA -0.71603536 -1.2405711919 -0.79800385 NA
## 49 1.027109915 1.07999187 1.57059705 1.5845088685 0.34149208 1.55920971
## 50 -1.556831456 -1.53154364 0.03909674 -0.7018822138 -0.57914680 -0.86711576
## 51 0.421325946 0.60230185 -0.48227339 0.5273213592 -0.46638472 -0.11218785
## 52 -0.356819074 0.21331666 -0.40687624 -0.9654965186 -0.71515971 -1.75087416
## 53 0.895744900 2.23422824 -0.49436192 0.1556513895 0.63014088 0.19857789
## 54 -0.272434401 -0.04077304 -0.58365445 0.5062667322 -0.45540658 -0.91730456
## 55 1.056736274 0.90988302 -0.26022908 1.0464324370 0.22904150 1.28673075
## 56 -0.486881692 -0.57963583 -0.44362471 -0.3000954873 -0.22602015 0.24817656
## 57 -1.233166160 -1.22286731 -0.51045726 -0.1518041032 -0.75008263 -2.06327138
## 58 -1.266021669 -1.29468034 -0.36144890 -0.8119637487 -0.41048697 0.88516151
## 59 -0.696894284 -0.63372792 -0.38587510 -0.5508956423 -0.75775677 -0.95970692
## 60 NA NA 0.13633476 1.6391632205 3.44154499 1.78327971
## 61 -1.607335269 -1.70525652 -0.54540765 -1.1068666393 -0.51711193 0.49048560
## 62 0.944317563 1.28931364 -0.49068329 -0.0007700371 -0.61251920 0.24091791
## 63 1.074387365 1.06640917 2.44009240 -0.5300262646 -0.51091746 0.12021739
## 64 0.200362909 0.18284293 -0.63421864 0.7945993986 0.30810164 -0.26318083
## 65 NA NA 1.01812837 0.7480951930 2.85532484 NA
## 66 -0.138225828 -0.14346623 -0.66772256 -0.2941134921 -0.59905383 -0.84890182
## 67 NA NA 3.29797089 -0.4326286818 0.11385969 NA
## 68 1.192612399 1.01402577 -0.25643367 -0.6738240723 1.67729917 0.52719711
## 69 NA NA -0.27756800 -0.6133900348 -0.63101577 NA
## 70 -1.108922166 -1.04931060 -0.59561134 1.6162199173 0.24167597 -0.83067330
## 71 NA NA -0.32307110 -0.8974724058 -0.62715617 NA
## 72 -1.282784367 -1.25319839 -0.66699998 -0.3096469335 -0.70344864 -1.13530295
## 73 0.306672776 0.18643023 1.83651016 -0.0083302524 -0.40086149 0.39533710
## 74 -0.221933497 -0.10271950 -0.31731781 -0.0724068497 1.23908027 -0.63779280
## 75 0.006963312 -0.14796936 -0.06113608 -1.0054798827 -0.71799231 0.30557541
## 76 0.872487309 0.70155712 -0.61340370 0.1877666581 0.57764927 1.10220206
## 77 1.050826375 1.31373187 0.74144204 0.5216467641 -0.34712352 -0.08354454
## 78 0.469732388 0.75966061 -0.49219584 1.1225145097 -0.35105459 -0.58761114
## 79 0.352652680 0.18041836 -0.53099515 1.1109891082 0.24477682 0.69193016
## 80 1.303015051 1.22170229 0.90628586 1.0161704153 0.41923161 1.88286674
## 81 0.792868333 0.66953062 -0.40305503 0.6793399649 -0.04416178 0.49904003
## 82 0.073985138 0.17791298 -0.48994269 0.2118518872 -0.45890083 -0.75828633
## 83 1.012707489 1.31171325 -0.39877769 0.0336010080 -0.39881048 -0.06795602
## 84 1.761648095 1.30051548 -0.39312541 0.0670822711 -0.52892379 0.96231776
## 85 -0.044866576 -0.29169169 -0.48921930 -0.8969114006 -0.33667519 0.91178746
## 86 -0.427620552 -0.49050670 -0.37368820 0.5864631443 -0.55118498 0.40382969
## 87 NA NA -0.42610230 -1.1145659956 -0.51905141 -0.62604211
## 88 -1.200489586 -1.34862242 -0.32183194 -0.3886707238 0.31142535 -0.41722056
## 89 -1.397843295 -1.39968374 -0.70519979 -0.6899332323 -0.76293924 -1.48451138
## 90 1.335046559 1.40620958 -0.12096644 0.2263286766 0.66611301 0.87403365
## 91 0.593430810 0.44609475 -0.07756038 0.2502638641 0.06680041 0.05577599
## 92 1.287363271 1.24771389 0.99295694 -0.3185729767 2.18623378 0.61482826
## 93 0.159624308 0.14180353 -0.51074332 -1.1034068117 -0.75125257 -0.33065363
## 94 -1.064960597 -0.90076752 -0.57879973 0.0342476073 -0.73879812 -1.39632382
## 95 -1.658493819 -1.76857384 -0.47584878 -1.1836198683 -0.17581308 0.43692845
## 96 0.304580447 0.25703870 -0.65382866 -0.4675997465 -0.02234455 -0.47651172
## 97 -0.456320416 -0.47359508 -0.31684422 1.7310747063 -0.33136439 0.19366935
## 98 0.276955953 0.17167410 -0.63660855 2.9255496443 0.07110618 -0.19927714
## 99 0.050728740 0.05450729 1.00384839 -0.5322699018 -0.52455960 0.79856206
## 100 -1.724713855 -1.77389273 -0.43129531 -1.1187296011 -0.28995398 0.77760736
## pm25 d_dslpm_2 d_cancr_2 d_pnpl_2 d_ptsdf_2 d_ozone_2
## 1 0.73622593 0.54159287 0.19251630 -0.008007687 -0.10238330 0.160894954
## 2 0.90384017 -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## 3 -1.13357236 -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## 4 0.02786616 1.05648189 1.46264399 0.599301308 0.14771799 1.241140885
## 5 -1.45230383 -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## 6 -1.49266263 -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## 7 -1.08503985 0.24022798 0.18968866 2.373085739 0.13288793 0.199953249
## 8 -0.90025443 0.84930527 1.21626497 0.240487206 -0.21418362 1.327428984
## 9 -0.18429849 0.54443487 0.87024475 0.258247646 -0.14555269 0.815867748
## 10 -1.28578969 NA NA -0.853228250 -0.78288523 -0.933227943
## 11 -0.79187607 -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## 12 0.54872663 -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## 13 1.48121302 -1.17759274 -0.86490424 0.408752826 -0.63398339 -0.787775659
## 14 0.36095621 -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## 15 -1.64380685 -1.11810112 -1.09335875 -0.373640638 -0.43463061 -1.305528255
## 16 NA NA NA -0.497863082 -0.55001641 NA
## 17 0.39104107 0.13695546 0.24962024 0.073884550 -0.25862046 0.255853628
## 18 1.53146632 -0.67746253 -0.69466923 -0.436638558 0.46710984 -0.658430253
## 19 0.82084078 -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## 20 -0.74936180 -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## 21 -1.26717552 0.20841104 0.28136512 0.015522093 -0.24486084 0.338656142
## 22 -0.95608849 -0.60842709 -0.93218116 -0.202922568 -0.37151262 -1.020215346
## 23 1.60404348 0.09943838 0.00573901 0.217493382 -0.10019157 -0.005311666
## 24 -0.46141304 0.41146822 0.63715075 0.368017951 0.10587420 0.563557310
## 25 -1.22717162 -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## 26 1.05690244 NA NA 3.790988314 1.23346975 1.432968711
## 27 NA NA NA -0.495769201 -0.38218363 NA
## 28 NA NA NA -0.172198065 -0.63287151 NA
## 29 0.92621970 -0.72085222 -0.77017594 -0.251171604 0.05425464 -0.754338695
## 30 0.97236727 -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## 31 -0.24605322 1.23896208 1.60547213 0.272157452 -0.13497093 1.554809272
## 32 1.68797344 3.06946256 1.82494832 1.078053694 4.16705600 1.333531370
## 33 0.01753294 1.77581670 1.57395751 0.220347369 0.71257842 1.521766990
## 34 0.77842857 0.92843387 0.51747980 0.039294168 2.81933032 0.441013018
## 35 0.82304144 -0.06264564 0.04743296 -0.006420478 -0.31642975 0.048507593
## 36 1.97543469 -0.30838172 -0.31308150 0.147934978 0.56173396 -0.312034038
## 37 -1.01589466 -0.22469445 -0.19153396 -0.091858552 -0.30562092 -0.194243775
## 38 -1.06142395 -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## 39 1.00047850 0.40284162 0.31152759 4.954098794 0.64551831 0.235102495
## 40 0.03646312 1.05920534 1.36069505 0.262273043 -0.12428985 1.418393227
## 41 0.73702497 NA NA 0.088469864 5.58645004 0.913716580
## 42 -0.04029559 1.28993909 1.38160926 0.156357452 0.04545381 1.321245791
## 43 1.08248324 0.43604024 0.50147631 0.141941306 -0.18734435 0.447997767
## 44 -1.19607514 -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## 45 -0.47209279 NA NA -1.744852074 -1.20469097 -1.237820371
## 46 -0.70412874 1.25670845 1.62717076 0.258241034 0.27860903 1.674905079
## 47 0.63986843 NA NA 1.617013815 -0.03942649 2.199372639
## 48 NA NA NA 0.021869257 -0.28080114 NA
## 49 1.48673219 -1.37927828 -1.11526164 0.065408736 -0.34437669 -1.006162274
## 50 -1.21187809 -0.44176144 -0.47469758 -0.471324900 -0.44023278 -0.557346337
## 51 1.01952765 -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## 52 -0.88608097 0.40574923 0.72481446 0.251586886 -0.23400067 0.697872585
## 53 0.79615430 0.80529919 0.68478907 0.117478735 1.61551355 0.597385646
## 54 -0.24209059 1.03048134 0.99624490 0.172517652 0.02474698 0.996208371
## 55 1.76404040 -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## 56 -0.49184880 -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## 57 -1.16205162 -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## 58 -1.06301655 -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## 59 -0.74986489 0.44722931 0.55990244 0.146851578 -0.26039991 0.615490275
## 60 1.95097228 NA NA 0.681097453 3.09945441 0.716510062
## 61 -1.44853890 -0.68015044 -0.79596880 -0.285650029 -0.51470349 -1.068520232
## 62 -0.46721336 0.29313164 0.49106846 0.131473699 -0.21807359 0.418089889
## 63 0.05590875 -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## 64 0.37210295 0.89405934 0.65242108 0.059739072 0.56160012 0.620649938
## 65 NA NA NA -0.002741639 0.13758055 NA
## 66 -0.27559960 0.90062101 1.09795529 0.101458204 -0.12752146 1.065874166
## 67 NA NA NA 2.775345509 0.32123965 NA
## 68 1.29013338 -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## 69 NA NA NA -0.191128031 -0.27418643 NA
## 70 -1.55028031 0.65731721 0.41347347 0.063195777 0.76326483 0.482084708
## 71 NA NA NA -0.424776942 -0.59188553 NA
## 72 -1.39802840 -0.23769632 -0.19901386 -0.081032679 -0.32365187 -0.220149551
## 73 0.64970714 0.13425522 -0.03468539 1.332880371 0.08026645 -0.044528371
## 74 -0.31802045 1.37050764 0.99768693 0.409280644 2.51548304 1.005463405
## 75 0.36364253 -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## 76 0.41645549 -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## 77 -0.10238963 0.65063562 0.80234761 0.802873117 0.01864683 0.683003892
## 78 0.41582973 2.89430189 3.03661251 0.784617404 0.46308202 2.765862652
## 79 0.15580888 -0.19337146 -0.19049285 -0.060734585 -0.07981207 -0.187915880
## 80 1.23940433 -0.16465185 -0.30572703 0.031684567 0.29330786 -0.307832142
## 81 0.86476888 -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## 82 0.40961828 0.81555549 1.13475711 0.233738490 0.12828506 1.081550618
## 83 0.33271393 1.42383162 1.77259883 0.493370782 0.26983792 1.500403113
## 84 0.34948871 -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## 85 -0.03230704 -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## 86 -0.32250175 -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## 87 -0.84700197 NA NA 0.246087002 -0.27390230 0.518417336
## 88 -1.15153171 -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## 89 -1.80168086 0.26762975 0.39946077 0.031660963 -0.25989055 0.503622728
## 90 1.24137536 -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## 91 0.61712154 1.83984494 1.82430992 0.926559608 0.91617909 1.663449592
## 92 1.72786021 -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## 93 0.22721576 1.17621419 1.56756222 0.400793041 -0.20961961 1.509088290
## 94 -1.29864285 0.44710781 0.64899558 0.147536183 -0.22978926 0.741203318
## 95 -1.38719532 -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## 96 0.49630212 1.13114419 1.12897770 0.102953937 0.82348811 0.999848001
## 97 -0.21070069 -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## 98 0.42980898 1.57153369 1.26321898 0.146729641 0.29705925 1.177465237
## 99 0.42050642 -0.65382397 -0.66847235 -0.784921951 -0.36798861 -0.678762050
## 100 -1.44839560 -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
## d_pm25_2 region arealand areawater npl_cnt tsdf_cnt
## 1 0.14707431 NaN -0.834545757 -0.20707231 -0.43775435 0.318872389
## 2 -1.06191144 NaN -0.365374018 -0.20336850 -0.43775435 -0.628462442
## 3 -0.34379575 NaN 0.328343365 -0.20478671 -0.43775435 -1.240170076
## 4 1.20419473 NaN 0.769489687 -0.19384627 -0.43775435 -0.467486749
## 5 -0.96370154 NaN 0.196678409 -0.20402142 3.21361669 0.094464762
## 6 -0.57618873 NaN -0.059067083 -0.21265574 -0.43775435 -1.240170076
## 7 0.17341199 NaN 0.491319505 0.03255237 1.85739316 -0.820713413
## 8 1.26888571 NaN 1.232149603 -0.07486345 -0.43775435 -0.506120915
## 9 0.83545054 NaN 0.786029195 -0.18632318 -0.43775435 -0.293009869
## 10 -0.95005805 NaN -0.457896729 -0.06695762 1.34736038 0.391050281
## 11 -1.11314654 NaN -0.800393197 -0.21188788 1.12711895 1.238437479
## 12 -0.61640781 NaN -0.504724122 -0.20429134 -0.43775435 0.531672726
## 13 -0.81138560 NaN -0.828204332 -0.21146970 0.41682185 0.633997994
## 14 -0.84302939 NaN -0.578691532 -0.21047983 -0.43775435 2.074890649
## 15 -1.19456777 NaN 1.569582455 0.55311104 -0.43775435 -1.240170076
## 16 NA NaN -0.615841754 0.53819299 -0.43775435 -0.628462442
## 17 0.23611939 NaN 0.482100932 -0.20116871 -0.43775435 -1.240170076
## 18 -0.70799113 NaN -0.802908679 -0.20322023 -0.43775435 2.314173228
## 19 -1.03232138 NaN 0.207055054 -0.16211760 -0.43775435 -0.401256749
## 20 -0.92086591 NaN 0.353694045 -0.17850877 -0.43775435 0.158018802
## 21 0.29599979 NaN -0.266054507 0.07314443 -0.43775435 -1.240170076
## 22 -1.03587837 NaN 0.950938593 -0.15888632 -0.43775435 -1.240170076
## 23 -0.02087357 NaN -0.683477080 -0.20999889 0.60549452 0.285126881
## 24 0.58019700 NaN 0.238989406 -0.18974009 1.27139805 -0.303086041
## 25 -0.20783794 NaN -0.351610181 -0.14483740 0.81740444 -0.551998988
## 26 1.49658356 NaN -0.861079725 -0.21137222 0.38614475 -0.110863675
## 27 NA NaN 0.073622529 0.94625169 -0.43775435 -1.240170076
## 28 NA NaN -0.289683996 2.16756344 -0.43775435 -0.322608625
## 29 -0.75494771 NaN -0.743513588 -0.20455693 -0.43775435 0.391050281
## 30 -1.55112952 NaN -0.384238594 -0.20584725 -0.43775435 -0.065691419
## 31 1.61522210 NaN 0.504046521 -0.20276248 -0.43775435 -0.808376452
## 32 1.44171445 NaN -0.958696694 -0.20845764 -0.43775435 2.502041331
## 33 1.52665866 NaN -0.370592730 -0.21135572 -0.43775435 -0.615447386
## 34 0.40070479 NaN -0.971550595 -0.21213101 -0.43775435 1.599361656
## 35 0.02668737 NaN 0.002826467 -0.20728634 -0.43775435 0.717294352
## 36 -0.35052231 NaN -0.946516334 -0.21033481 1.41959046 0.796498115
## 37 -0.20853545 NaN 1.172714924 -0.17961118 -0.43775435 -1.240170076
## 38 -0.38065412 NaN 1.333910858 -0.13381958 -0.43775435 0.594952826
## 39 0.22602618 NaN 0.018146839 -0.20185370 4.58288083 1.971295002
## 40 1.42240837 NaN 0.275968704 -0.21098455 -0.43775435 -1.240170076
## 41 0.86397444 NaN -0.936202160 -0.21071704 -0.43775435 2.530630406
## 42 1.32278802 NaN -0.143009532 -0.20493570 -0.43775435 -0.664445244
## 43 0.45787071 NaN -0.436766358 -0.20654930 -0.43775435 -0.758826364
## 44 -1.18541869 NaN -0.319037045 -0.21207245 2.90933577 -0.628462442
## 45 -1.18847067 NaN -0.739698682 -0.21140951 0.67794235 1.002757915
## 46 1.62223765 NaN 0.148117210 -0.18832121 -0.43775435 0.305196578
## 47 2.24152143 NaN -0.049393346 -0.20934299 -0.43775435 -1.240170076
## 48 NA NaN 5.674993783 9.06729234 -0.43775435 -1.240170076
## 49 -1.05506184 NaN -0.743199935 -0.19971608 0.99671284 0.594952826
## 50 -0.55721156 NaN 0.168278148 -0.20383617 -0.43775435 -0.675516875
## 51 -0.40394277 NaN -0.458955122 -0.20986697 -0.43775435 0.158018802
## 52 0.67833190 NaN 3.376171617 -0.19148229 -0.43775435 -1.240170076
## 53 0.60694252 NaN -0.626206597 -0.20600192 -0.43775435 1.934096564
## 54 0.98841279 NaN -0.520417855 -0.21017472 -0.43775435 0.009275304
## 55 -1.32322119 NaN -0.690882007 -0.20149685 -0.43775435 1.108787238
## 56 -0.78006731 NaN -0.142930960 -0.20191393 -0.43775435 0.654150339
## 57 -0.90253032 NaN 0.136606430 -0.20375672 -0.43775435 -1.240170076
## 58 -1.13989292 NaN 0.778051469 -0.20568008 -0.43775435 -0.322608625
## 59 0.57901497 NaN 0.356495354 -0.21245964 -0.43775435 -1.240170076
## 60 0.72308210 NaN -1.020201811 -0.21069329 -0.29301532 1.378599902
## 61 -0.94236281 NaN -0.036215645 -0.21040968 -0.43775435 -0.191528418
## 62 0.36614948 NaN 0.396721249 -0.18344596 -0.43775435 -0.572852657
## 63 -1.10988917 NaN -0.272192049 -0.20413176 3.79014896 -0.467486749
## 64 0.62062730 NaN -0.532118616 -0.21094905 -0.43775435 0.792581446
## 65 NA NaN -0.976611190 -0.13846857 0.23166367 2.307734200
## 66 1.05805962 NaN 0.532517714 -0.17178179 -0.43775435 -0.572852657
## 67 NA NaN -0.557122739 -0.11522645 1.23579071 -0.016754808
## 68 -0.77412768 NaN -0.731696581 -0.21035767 -0.43775435 0.130055024
## 69 NA NaN 0.631305150 0.92551665 -0.43775435 -0.110863675
## 70 0.40859627 NaN -0.504860846 -0.05539884 -0.43775435 0.453789526
## 71 NA NaN 0.720248215 -0.08415336 -0.43775435 -0.781389350
## 72 -0.22835817 NaN 0.281062691 0.23487093 -0.43775435 -0.016754808
## 73 -0.06779035 NaN -0.083489394 -0.18287358 2.65186730 -0.675516875
## 74 0.97824027 NaN -0.632701501 -0.21118084 -0.43775435 1.359587368
## 75 -1.44081133 NaN 0.228879650 -0.20920649 -0.43775435 -1.240170076
## 76 -0.65011436 NaN -0.480323019 -0.20751599 -0.43775435 0.808339210
## 77 0.65196018 NaN -0.317630234 -0.20373942 1.52151791 -0.882097314
## 78 2.88169559 NaN -0.369889974 -0.21189763 -0.43775435 -0.406023302
## 79 -0.19769661 NaN -0.539861627 -0.20656857 -0.43775435 1.100276523
## 80 -0.32710034 NaN -0.722371776 -0.20465464 0.41682185 0.633997994
## 81 -0.59536847 NaN -0.362653431 -0.21107087 -0.43775435 0.171462925
## 82 1.12700698 NaN 0.308891900 -0.21058404 -0.43775435 -0.913926004
## 83 1.50863725 NaN -0.299998875 -0.20974922 -0.43775435 0.391050281
## 84 -0.74468719 NaN -0.513897107 -0.19942834 -0.43775435 -0.282714649
## 85 -1.42824365 NaN -0.123581246 -0.19895906 -0.43775435 -0.293009869
## 86 -0.55584594 NaN -0.483650396 -0.20891337 -0.43775435 -0.493679404
## 87 0.43168784 NaN 1.829317957 -0.14476947 -0.43775435 -0.016754808
## 88 -0.97099571 NaN -0.080337289 -0.20817212 -0.43775435 1.696026566
## 89 0.43351026 NaN 4.092415028 2.50143335 -0.43775435 -1.240170076
## 90 -1.61810220 NaN -0.675932054 -0.20892103 -0.43775435 1.610506276
## 91 1.70079872 NaN -0.576223096 -0.18090348 -0.43775435 -0.350413517
## 92 -0.72067738 NaN -0.961177321 -0.21012158 0.09189507 1.147506315
## 93 1.52449601 NaN 0.811621841 -0.14680105 -0.43775435 -1.240170076
## 94 0.68279628 NaN 0.446954465 0.11721287 -0.43775435 -1.240170076
## 95 -0.86298958 NaN -0.415346315 -0.21145205 -0.43775435 -0.293009869
## 96 1.03479845 NaN -0.593629014 -0.21002582 -0.43775435 -0.457184304
## 97 -0.69757818 NaN -0.139983273 -0.21007464 -0.43775435 -0.132171343
## 98 1.19466978 NaN -0.640138282 -0.20674536 -0.43775435 0.628318697
## 99 -0.68669136 NaN -0.290583001 -0.20680345 2.43118004 -0.715849247
## 100 -0.78424798 NaN 0.509521564 -0.21038457 -0.43775435 1.018442726
## shape_length shape_area
## 1 -1.004614926 -0.570739709
## 2 -0.247982846 -0.309803626
## 3 0.491340833 0.084238178
## 4 0.533792116 0.298876995
## 5 0.621000504 0.009792536
## 6 0.371453730 -0.143457939
## 7 0.340911248 0.284172306
## 8 1.140111892 0.649596214
## 9 0.630311176 0.303099794
## 10 -0.510881985 -0.304036519
## 11 -0.881475362 -0.556184260
## 12 -0.498977247 -0.388721264
## 13 -1.066718248 -0.571982807
## 14 -0.679360962 -0.431435266
## 15 1.730298210 1.200811811
## 16 -0.337150890 -0.052951600
## 17 0.521776108 0.170289104
## 18 -0.882699399 -0.552577113
## 19 0.198116582 0.025501297
## 20 0.633198385 0.085796213
## 21 0.014587738 -0.097867343
## 22 1.110120758 0.418134268
## 23 -0.714674750 -0.492521571
## 24 0.147238464 0.002483129
## 25 -0.438699215 -0.278306379
## 26 -1.112983200 -0.590862701
## 27 1.293404201 0.587141868
## 28 0.821384240 1.040224736
## 29 -0.822743479 -0.520073488
## 30 -0.242226375 -0.321530179
## 31 0.545875870 0.149929092
## 32 -1.235448270 -0.640356895
## 33 -0.423063400 -0.317212035
## 34 -1.272893626 -0.649383282
## 35 0.163158097 -0.106020664
## 36 -1.176103576 -0.636061049
## 37 1.294733302 0.570402989
## 38 1.270647421 0.648689061
## 39 -0.031018608 -0.091011577
## 40 0.502453166 0.032315528
## 41 -1.232231086 -0.629058691
## 42 -0.250853411 -0.183307771
## 43 -0.388545948 -0.355942192
## 44 -0.386225985 -0.292858921
## 45 -0.763241984 -0.523910527
## 46 0.236667229 -0.009904929
## 47 -0.287568870 -0.151112951
## 48 5.504819980 8.075111099
## 49 -0.843780764 -0.517148468
## 50 0.271039588 -0.025960778
## 51 -0.383091111 -0.368600293
## 52 3.009570357 1.710456544
## 53 -0.723768701 -0.458256103
## 54 -0.547612924 -0.404515822
## 55 -0.707358404 -0.491072384
## 56 0.001205813 -0.189180064
## 57 0.225651756 -0.045386389
## 58 0.883408796 0.319251982
## 59 0.510569931 0.082565186
## 60 -1.397887086 -0.676396884
## 61 0.347444959 -0.130452234
## 62 0.480313017 0.110406818
## 63 -0.308486478 -0.265527414
## 64 -0.582029322 -0.405825418
## 65 -1.196041332 -0.615662386
## 66 0.681602573 0.215617895
## 67 -0.679049113 -0.376824363
## 68 -0.914013746 -0.515467589
## 69 0.960102942 0.839466233
## 70 -0.631161903 -0.301004457
## 71 0.669304034 0.320501727
## 72 0.497336451 0.297846450
## 73 -0.275084353 -0.135809870
## 74 -0.784158934 -0.463933171
## 75 0.478992829 0.003921703
## 76 -0.483520731 -0.377405731
## 77 -0.546654085 -0.293167956
## 78 -0.342952452 -0.329227571
## 79 -0.505100704 -0.404351970
## 80 -0.890402779 -0.509257528
## 81 -0.408967601 -0.317690388
## 82 0.296646237 0.041406525
## 83 -0.440327524 -0.288602261
## 84 -0.542800059 -0.394524569
## 85 0.101912849 -0.167127224
## 86 -0.374739388 -0.374067373
## 87 1.284892227 0.918116029
## 88 0.054430987 -0.164750793
## 89 2.980738642 3.653548900
## 90 -0.806133576 -0.489699968
## 91 -0.667579270 -0.410475601
## 92 -1.264027586 -0.643084940
## 93 0.884737703 0.385311410
## 94 0.391475220 0.315462626
## 95 -0.104195162 -0.339018720
## 96 -0.634007708 -0.443398130
## 97 -0.054790683 -0.185189481
## 98 -0.779954595 -0.464878472
## 99 -0.254633806 -0.267708420
## 100 0.833917367 0.169358183ej.scaled <- ej.scaled %>%
magrittr::set_rownames(.$county)%>%
dplyr::select(-county)
ej.scaled## per_tested num_high_lead per_highlead_h fips bf_acreage
## ALAMANCE -0.88410296 1.43983603 -1.44746761 -1.70622042 0.004331364
## ALEXANDER 0.68669397 -0.56838836 -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY -1.70237856 -0.69009893 0.38840094 -1.63728222 -0.313485055
## ANSON -1.67315443 -0.44667779 2.10952771 -1.60281312 -0.295068874
## ASHE 0.01453900 -0.75095421 -1.47615306 -1.56834402 -0.313485055
## AVERY 0.18257774 -0.56838836 0.96210986 -1.53387492 -0.308258594
## BEAUFORT 1.02277145 -0.44667779 -0.47216244 -1.49940582 -0.138494723
## BERTIE 1.00815938 -0.56838836 0.10154648 -1.46493672 NA
## BLADEN 0.40906474 -0.38582250 0.38840094 -1.43046762 NA
## BRUNSWICK -0.18272387 -0.56838836 -1.04587136 -1.39599852 -0.067823086
## BUNCOMBE -0.12427561 0.40529619 -0.61558967 -1.36152943 0.379309338
## BURKE 1.00085335 0.22273034 0.24497371 -1.32706033 -0.122147159
## CABARRUS -0.89871502 0.52700676 -0.32873521 -1.29259123 -0.155290793
## CALDWELL 0.46020697 -0.14240137 -0.18530798 -1.25812213 -0.210411191
## CAMDEN -0.40190483 -0.69009893 -0.18530798 -1.22365303 NA
## CARTERET 0.18257774 -0.32496722 -0.04188075 -1.18918393 -0.296237734
## CASWELL 0.09490536 -0.50753307 0.67525540 -1.15471483 NA
## CATAWBA 0.21910791 -0.02069080 -0.61558967 -1.12024573 -0.156766284
## CHATHAM -0.92793915 -0.56838836 -0.75901690 -1.08577663 0.159392495
## CHEROKEE -0.08774545 -0.69009893 -1.04587136 -1.05130753 -0.313485055
## CHOWAN 0.12412949 -0.69009893 -0.61558967 -1.01683843 -0.230209501
## CLAY -0.46765912 -0.75095421 -1.47615306 -0.98236933 NA
## CLEVELAND 0.86203874 0.10101977 -0.18530798 -0.94790023 -0.141707486
## COLUMBUS 0.42367681 -0.14240137 0.38840094 -0.91343113 NA
## CRAVEN 1.05199558 0.22273034 -0.32873521 -0.87896203 -0.228818219
## CUMBERLAND -2.36722749 2.10924416 0.53182817 -0.84449293 -0.077232547
## CURRITUCK -2.22841288 -0.69009893 -0.61558967 -0.81002384 -0.308725405
## DARE -1.15442615 -0.69009893 -1.04587136 -0.77555474 NA
## DAVIDSON 0.93509906 1.19641489 0.24497371 -0.74108564 -0.278748769
## DAVIE 0.37253458 -0.32496722 0.53182817 -0.70661654 -0.297100878
## DUPLIN 0.83281461 -0.44667779 -0.75901690 -0.67214744 -0.185139285
## DURHAM -0.54802548 0.64871733 -0.75901690 -0.63767834 0.237847074
## EDGECOMBE 0.54057332 -0.26411193 -0.18530798 -0.60320924 -0.269842733
## FORSYTH 0.08759933 3.02207343 0.10154648 -0.56874014 0.763499064
## FRANKLIN -0.12427561 -0.50753307 -0.75901690 -0.53427104 -0.287169687
## GASTON -1.58548205 0.16187506 -0.47216244 -0.49980194 0.084687056
## GATES -0.70145215 -0.69009893 -0.04188075 -0.46533284 NA
## GRAHAM -0.56263754 -0.75095421 -1.47615306 -0.43086374 -0.279188121
## GRANVILLE -0.27770228 -0.69009893 -1.33272583 -0.39639464 -0.283297895
## GREENE 0.92779303 -0.56838836 -0.04188075 -0.36192554 NA
## GUILFORD 0.65016381 3.75233684 -0.32873521 -0.32745644 0.279542515
## HALIFAX 1.05199558 0.28358563 1.39239155 -0.29298734 0.014171023
## HARNETT -0.95716328 0.83128319 0.53182817 -0.25851825 -0.262035078
## HAYWOOD 0.37984061 -0.50753307 -0.75901690 -0.22404915 -0.276478782
## HENDERSON -0.32884451 0.04016449 0.10154648 -0.18958005 -0.044397375
## HERTFORD 0.86934477 -0.38582250 1.10553709 -0.15511095 NA
## HOKE -1.00830550 -0.26411193 -0.04188075 -0.12064185 NA
## HYDE 0.21910791 -0.69009893 1.67924601 -0.08617275 NA
## IREDELL -0.56994357 0.10101977 -0.47216244 -0.05170365 -0.196049865
## JACKSON 0.32869839 -0.56838836 -0.61558967 -0.01723455 NA
## JOHNSTON -0.63569786 -0.08154608 -0.90244413 0.01723455 -0.244808809
## JONES 0.61363364 -0.75095421 -1.47615306 0.05170365 NA
## LEE 0.40175871 -0.02069080 0.10154648 0.08617275 -0.257806313
## LENOIR 1.30040067 0.28358563 0.96210986 0.12064185 -0.262007618
## LINCOLN -1.71699063 -0.38582250 -0.18530798 0.15511095 -0.225728108
## MACON -0.06582735 -0.44667779 0.24497371 0.18958005 -0.299489855
## MADISON 0.22641394 -0.56838836 0.24497371 0.22404915 -0.311608654
## MARTIN 1.30040067 -0.44667779 0.38840094 0.25851825 -0.284588492
## MCDOWELL 0.21180187 -0.32496722 0.24497371 0.29298734 -0.178475776
## MECKLENBURG -2.11151637 3.63062627 -0.47216244 0.32745644 8.221215738
## MITCHELL -2.33069733 -0.75095421 -1.47615306 0.36192554 NA
## MONTGOMERY 1.90680134 -0.14240137 1.53581878 0.39639464 -0.310235679
## MOORE 1.05930161 0.04016449 -0.47216244 0.43086374 -0.259087757
## NASH 1.05199558 0.77042790 0.67525540 0.46533284 0.036422383
## NEW HANOVER 0.46751300 1.31812546 0.10154648 0.49980194 1.145676923
## NORTHAMPTON 0.51865523 -0.56838836 0.24497371 0.53427104 -0.306986303
## ONSLOW -0.13888767 1.80496774 -0.18530798 0.56874014 NA
## ORANGE -0.85487883 -0.38582250 -0.75901690 0.60320924 -0.187931002
## PAMLICO 2.71777092 -0.69009893 -0.61558967 0.63767834 NA
## PASQUOTANK 1.18350416 -0.14240137 0.38840094 0.67214744 NA
## PENDER 0.46020697 -0.50753307 -0.75901690 0.70661654 0.059277852
## PERQUIMANS 0.73053016 -0.56838836 0.96210986 0.74108564 NA
## PERSON -1.60009411 -0.32496722 1.53581878 0.77555474 -0.289970557
## PITT 0.02184504 -0.02069080 -0.75901690 0.81002384 -0.237989697
## POLK -1.43205537 -0.69009893 -0.32873521 0.84449293 -0.266822187
## RANDOLPH 0.66477587 0.70957262 0.10154648 0.87896203 -0.216214302
## RICHMOND 1.23464638 0.34444091 1.39239155 0.91343113 -0.304331883
## ROBESON 0.73053016 0.46615148 -0.32873521 0.94790023 0.240409962
## ROCKINGHAM -0.18272387 0.28358563 0.81868263 0.98236933 NA
## ROWAN 0.13143552 0.70957262 0.24497371 1.01683843 0.358467567
## RUTHERFORD -2.19188272 -0.62924364 -0.75901690 1.05130753 -0.161359345
## SAMPSON 1.38807306 0.10101977 -0.04188075 1.08577663 -0.279700699
## SCOTLAND 0.91318096 -0.14240137 0.67525540 1.12024573 0.769573108
## STANLY 1.15428003 0.22273034 0.67525540 1.15471483 -0.296158101
## STOKES -0.17541783 -0.32496722 0.67525540 1.18918393 -0.307773476
## SURRY -0.62839183 0.46615148 2.10952771 1.22365303 -0.160892534
## SWAIN 0.39445268 -0.56838836 0.67525540 1.25812213 -0.294721053
## TRANSYLVANIA 0.48943110 -0.56838836 -0.32873521 1.29259123 0.870596662
## TYRRELL -0.68684009 -0.62924364 6.12549016 1.32706033 NA
## UNION -2.05306811 -0.14240137 -0.61558967 1.36152943 -0.076147896
## VANCE -0.67953406 -0.50753307 -0.47216244 1.39599852 -0.277842605
## WAKE -0.84026676 5.21286367 -0.32873521 1.43046762 0.918577586
## WARREN 0.45290094 -0.50753307 0.96210986 1.46493672 NA
## WASHINGTON -0.07313338 -0.69009893 -0.61558967 1.49940582 -0.291517443
## WATAUGA 1.10313780 -0.38582250 -0.04188075 1.53387492 -0.277897524
## WAYNE 0.13874155 -0.02069080 -0.61558967 1.56834402 -0.227024197
## WILKES 0.56979745 -0.32496722 -0.47216244 1.60281312 -0.287535814
## WILSON 1.13236193 0.52700676 0.53182817 1.63728222 -0.269202011
## YADKIN -0.43843499 -0.50753307 -0.18530798 1.67175132 NA
## YANCEY -1.00830550 -0.62924364 0.24497371 1.70622042 -0.240561738
## objectid id acstotpop acsipovbas acseducbas
## ALAMANCE -1.587674886 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER -1.550973320 -1.679863730 0.24405742 0.211718117 0.45702447
## ALLEGHANY -1.541597008 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON -1.533560169 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE -1.522576489 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY -1.512396493 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT -1.498733866 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BERTIE -1.483999661 -1.457295889 -1.40672860 -1.484137746 -1.39413054
## BLADEN -1.470337035 -1.423012412 -1.09257575 -1.017523130 -1.14409301
## BRUNSWICK -1.437921784 -1.404394211 -0.15683255 -0.059981613 0.39776518
## BUNCOMBE -1.372555492 -1.370440686 0.55350341 0.569888246 0.91133259
## BURKE -1.315761829 -1.335665393 0.24444822 0.242772331 0.43113102
## CABARRUS -1.275041845 -1.300852369 1.98847498 2.086895550 1.90171683
## CALDWELL -1.233250281 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CAMDEN -1.215033446 -1.216295482 0.81303764 0.956033415 0.91761991
## CARTERET -1.194137664 -1.181477196 -1.47978165 -1.418422756 -1.41878867
## CASWELL -1.170027147 -1.147728456 -0.58351694 -0.606700095 -0.43957473
## CATAWBA -1.139755053 -1.129112939 0.54575400 0.599701222 0.57678978
## CHATHAM -1.104928750 -1.094496593 1.55258833 1.634761649 2.10943696
## CHEROKEE -1.089926651 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN -1.080550338 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLAY -1.074924551 -0.975119280 0.23846911 0.363186632 0.80083319
## CLEVELAND -1.052421401 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## COLUMBUS -1.019202467 -0.906545652 -0.77638263 -0.845981505 -0.86277216
## CRAVEN -0.989466162 -0.871576525 0.43133100 0.323919951 0.17189396
## CUMBERLAND -0.920081451 -0.853458045 0.70172574 0.605640258 0.15449471
## CURRITUCK -0.863823577 -0.816308810 0.75035111 0.856364175 0.95925295
## DARE -0.851232529 -0.768027672 -1.01275031 -0.909098724 -0.88657829
## DAVIDSON -0.813727280 -0.749258894 0.17983541 0.248139727 0.23352823
## DAVIE -0.778097293 -0.714473258 0.63308927 0.736209011 0.85295311
## DUPLIN -0.762291510 -0.679845863 0.80119539 0.884907376 0.74895777
## DURHAM -0.712195213 -0.646814433 1.57878903 1.468819393 1.67929722
## EDGECOMBE -0.658616285 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH -0.580926841 -0.577995121 0.19282213 0.202303876 0.02124225
## FRANKLIN -0.507791605 -0.542548503 2.04795261 2.044113938 2.27651603
## GASTON -0.453408994 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GATES -0.404384275 -0.457969308 -0.89753456 -0.795325694 -0.87850291
## GRAHAM -0.399562172 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE -0.388846386 -0.389057471 1.10154925 0.990568906 1.31590536
## GREENE -0.376791128 -0.354953000 0.44695998 0.045981888 0.62834818
## GUILFORD -0.295083263 -0.336571510 0.96489613 0.935972082 0.84201485
## HALIFAX -0.203195403 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT -0.173191204 -0.266740218 1.97093175 1.953445006 1.69828195
## HAYWOOD -0.143990688 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## HENDERSON -0.111843332 -0.183002938 0.33618615 0.416528055 0.72427617
## HERTFORD -0.087464920 -0.148229980 -0.56145326 -0.779604011 -0.65799639
## HOKE -0.075677556 -0.113425667 1.94898003 1.905385397 1.65537018
## HYDE -0.067372822 -0.079439896 -1.65055289 -1.846732668 -1.79650352
## IREDELL -0.035761255 -0.060187717 0.22585625 0.316367651 0.17116760
## JACKSON 0.001208205 -0.010431040 0.47395741 0.179298882 0.09367096
## JOHNSTON 0.030676615 0.008371874 2.37685845 2.468148322 2.33210651
## JONES 0.055055027 0.057974393 -0.22865072 -0.114245508 0.09874559
## LEE 0.066842391 0.077099762 0.47328248 0.535089609 0.33317512
## LENOIR 0.089345540 0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN 0.115331320 0.146700454 0.48445491 0.574076436 0.66928918
## MACON 0.137030786 0.196655951 -0.02354282 0.007790672 0.15908142
## MADISON 0.152836569 0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN 0.164623933 0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL 0.174536035 0.300013523 -1.06860292 -0.973482525 -1.09646682
## MECKLENBURG 0.328843346 0.317915592 1.27660075 1.343287862 1.20165323
## MITCHELL 0.481275394 0.368574588 -1.13740352 -1.106290345 -1.06547561
## MONTGOMERY 0.490919601 0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE 0.512083277 0.437487977 0.62742044 0.707469983 0.93235393
## NASH 0.544766423 0.455751552 -0.04965775 -0.007162906 -0.11206474
## NEW HANOVER 0.594326931 0.490496753 1.18572030 1.162888988 1.21618944
## NORTHAMPTON 0.632367969 0.540325920 -1.59582515 -1.600315460 -1.60283954
## ONSLOW 0.663979536 0.559125508 1.62830380 1.148581868 0.27139055
## ORANGE 0.709789519 0.593574368 1.29466131 1.003413274 0.80312107
## PAMLICO 0.733364247 0.644254961 -1.41271303 -1.461910663 -1.21145682
## PASQUOTANK 0.743812138 0.678832956 0.16157464 0.020387756 0.06330203
## PENDER 0.759350027 0.712632828 1.11489329 1.144083936 1.34880504
## PERQUIMANS 0.771137391 0.747046131 -0.99907115 -0.917077931 -0.83862452
## PERSON 0.781317387 0.781503476 0.14200151 0.211149358 0.26760210
## PITT 0.814000533 0.800119388 1.12439863 1.059485848 0.45627675
## POLK 0.842933153 0.850407796 0.70677276 0.772419211 1.43005726
## RANDOLPH 0.869186828 0.869542064 0.58238140 0.661677521 0.61626910
## RICHMOND 0.903209447 0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON 0.937767855 0.954472307 0.15561782 0.169539503 -0.21387511
## ROCKINGHAM 0.979827313 0.973074015 -0.41070404 -0.343635823 -0.33175281
## ROWAN 1.023494139 1.007705238 0.06428816 0.066200648 0.00796831
## RUTHERFORD 1.062606756 1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON 1.088592535 1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND 1.107880949 1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY 1.127437258 1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES 1.148065145 1.180305204 0.05155648 0.132961576 0.31514744
## SURRY 1.172175662 1.229578136 -0.70533078 -0.630655646 -0.76158487
## SWAIN 1.191196181 1.264483550 -0.80530834 -0.728041563 -0.94111199
## TRANSYLVANIA 1.201108283 1.298996943 -0.35874234 -0.352403870 -0.01665108
## TYRRELL 1.209145122 1.333446237 -1.87000451 -2.167626217 -1.70972814
## UNION 1.238077743 1.351714989 2.15766659 2.233343170 1.82002536
## VANCE 1.274511413 1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE 1.405243996 1.421253533 2.44784241 2.463992051 2.43641174
## WARREN 1.531154475 1.471090499 -0.37332695 -0.431942093 -0.27251085
## WASHINGTON 1.539191314 1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA 1.551514468 1.539486693 0.82632468 0.421083627 -0.08898791
## WAYNE 1.579911299 1.558096930 0.55622758 0.563922201 0.36681955
## WILKES 1.614201813 1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON 1.643134433 1.627004518 0.04579453 0.096185685 -0.06459216
## YADKIN 1.665369688 1.662310074 -0.34511731 -0.252616327 -0.32014844
## YANCEY 1.676353368 1.712438555 -0.30469348 -0.210186943 -0.04271315
## acstothh acstothu minorpop minorpct lowincome
## ALAMANCE -0.045717388 -0.69541681 0.120161568 0.27124268 -0.034519893
## ALEXANDER -0.004650632 -0.23633285 -0.955061509 -1.02232047 0.246816101
## ALLEGHANY -1.191069112 0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON -0.604288283 -0.74433419 0.960542362 1.35042427 0.236003797
## ASHE -0.301975983 0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY -1.358230537 1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT -0.170459829 0.16381607 -0.029632812 0.37585340 0.154602322
## BERTIE -1.467214596 -1.56569119 0.629732895 1.57186151 -0.813108302
## BLADEN -1.029327891 -0.97742940 0.086926722 0.78239681 0.018435108
## BRUNSWICK 0.255482889 1.73099083 -0.761226421 -0.94859987 -1.014910502
## BUNCOMBE 1.041081256 0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE 0.215584722 -0.06122462 -0.666965925 -0.87147401 0.651532813
## CABARRUS 1.664577534 0.78886383 0.863996433 0.11021583 0.368679492
## CALDWELL -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CAMDEN 0.566872628 -0.08775103 -0.460373029 -0.87984360 -0.479144885
## CARTERET -1.352534097 -0.16740015 -1.215093897 -1.07701110 -2.306686692
## CASWELL -0.559730560 -0.82380547 0.075415097 0.40298716 -0.736441505
## CATAWBA 0.599126287 0.04027293 -0.254691480 -0.44791069 0.257321089
## CHATHAM 2.052893509 1.28097260 0.351139560 -0.27565072 0.213928385
## CHEROKEE -0.049651671 1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN -1.225115048 -1.36097846 -0.221452013 0.06192854 -1.048398396
## CLAY 1.275613821 2.27201457 -1.334597054 -1.46938481 1.024962050
## CLEVELAND -0.789107423 -1.05192106 -0.463994337 -0.16214476 0.072704390
## COLUMBUS -0.826242496 -1.10371025 0.062613672 0.43884865 -0.083382405
## CRAVEN 0.560750423 0.10909092 0.283301687 0.29283441 -0.157019725
## CUMBERLAND 0.555944136 0.21271888 1.733875010 1.36106494 1.048268047
## CURRITUCK 0.881457071 2.22328999 -0.893501603 -1.20154049 -0.683937803
## DARE -0.759135331 2.51148948 -1.184754297 -1.28111550 -1.969073889
## DAVIDSON 0.286787863 -0.20315376 -0.617274827 -0.56446695 0.173749241
## DAVIE 0.572172079 0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN 0.577733518 0.30424192 1.319550156 0.87367883 3.058865136
## DURHAM 1.983265372 1.07600642 2.462425895 1.30443852 0.692875562
## EDGECOMBE -0.994474282 -1.29671687 0.904280904 1.85644844 0.131149282
## FORSYTH 0.265046123 -0.31236334 0.672261133 0.65339469 0.007756527
## FRANKLIN 2.136694101 1.50453631 1.142572890 0.54832511 1.737118944
## GASTON -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GATES -1.053688272 -1.27686899 -0.151080775 0.31948314 -1.783382397
## GRAHAM -1.364044429 0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE 0.717857657 0.24235838 1.073698639 0.73281041 0.272361810
## GREENE -0.117675957 -0.53940054 1.388720654 1.06644200 1.218114490
## GUILFORD 1.031568930 0.41169559 1.472948939 1.03571088 0.702910222
## HALIFAX -1.338343086 -1.45332033 0.551201604 1.68205646 -0.333797707
## HARNETT 1.410681302 0.85183798 1.243964525 0.38787373 2.332012510
## HAYWOOD -0.199856481 0.14019028 -1.361679318 -1.38570852 -1.168790021
## HENDERSON 0.831023021 0.51111383 -0.733839926 -0.81591399 -0.587973760
## HERTFORD -0.878904301 -1.09628423 1.348398997 2.00393311 -0.009999555
## HOKE 1.154998956 0.77206560 2.870644840 1.57115533 2.911189052
## HYDE -2.346416100 -1.22195454 -0.360062028 -0.27748953 -1.792212133
## IREDELL 0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JACKSON 0.573160847 2.25203943 -0.572855466 -0.82500545 0.425410117
## JOHNSTON 1.920930731 1.11157857 0.905767276 0.12301414 2.024817797
## JONES 0.158138360 -0.06259432 0.187468855 0.18170375 1.344785681
## LEE 0.130025975 -0.39015937 0.759706324 0.66685225 0.862443873
## LENOIR -0.679601955 -0.91144313 0.522778958 1.34744260 0.156420387
## LINCOLN 0.576231233 -0.08863151 -0.810768910 -0.91745542 0.092908099
## MACON 0.059933019 -0.21055549 -1.030015476 -1.03682221 0.433000878
## MADISON -0.098276955 1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL -1.025781587 -1.14367083 0.202651983 1.12970376 -0.773130348
## MECKLENBURG 1.309161485 0.47216469 1.903671316 1.06696629 -0.006750140
## MITCHELL -0.997391670 -0.61074579 -1.390126358 -1.36099005 -1.594051690
## MONTGOMERY -0.837815076 0.14363955 -0.047350080 0.19422231 -0.231860480
## MOORE 0.941187168 0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH -0.062382993 -0.40080439 0.888378198 1.12921981 -0.404628922
## NEW HANOVER 1.758967261 1.34211003 -0.148811835 -0.46656097 0.631692916
## NORTHAMPTON -1.523181721 -1.29873366 0.333538609 1.50051012 -1.141504582
## ONSLOW 0.803744707 0.69809618 0.746568343 0.10344830 1.385246829
## ORANGE 1.083174479 0.34340850 0.410254812 -0.07709619 -0.392955265
## PAMLICO -1.358189880 -0.85755145 -0.777611164 -0.37595437 -1.612221353
## PASQUOTANK -0.032459741 -0.41214018 0.774315771 0.83736671 -0.139539640
## PENDER 0.912358791 1.22682154 -0.016511775 -0.42951689 0.132973028
## PERQUIMANS -0.668491460 -0.85238261 -0.561579664 -0.41344730 -1.112892093
## PERSON 0.281083893 -0.05923330 0.138553463 0.19606277 0.027414680
## PITT 1.253352401 0.70258550 1.316751300 0.74856524 1.893935774
## POLK 1.535854728 1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH 0.670940896 0.03718190 -0.453221843 -0.60241898 0.867803909
## RICHMOND -1.014437407 -1.36123277 0.002749816 0.56514931 -0.271600925
## ROBESON -0.422193828 -0.79437698 2.365243493 2.30299700 2.173821910
## ROCKINGHAM -0.280377745 -0.55569750 -0.379973658 -0.28312990 -0.216543820
## ROWAN -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON -0.416532624 -0.72108224 0.784717373 1.02030101 0.979850371
## SCOTLAND -0.732620457 -1.04830336 0.955989119 1.43281943 0.620457947
## STANLY -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES 0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## SWAIN -1.003935445 0.19898581 -0.074653345 -0.14898186 0.049927221
## TRANSYLVANIA -0.062409013 0.45258862 -1.217028466 -1.30195856 -0.450718831
## TYRRELL -2.081161655 -1.88718401 -0.305488066 0.37174577 -1.723568054
## UNION 1.331549171 0.38893456 0.478454236 -0.21901075 -0.303753082
## VANCE -0.520693662 -0.74853595 1.213919632 1.91320111 0.916134717
## WAKE 2.418050106 1.45224702 1.587815158 0.30972769 -0.227758754
## WARREN -0.453553613 0.55083219 1.268678148 1.43921375 0.235494100
## WASHINGTON -1.979682802 -1.99330561 -0.069996049 1.00415660 -1.443295131
## WATAUGA 0.712998538 2.53023389 -1.175050392 -1.32329911 1.127894699
## WAYNE 0.589761747 0.02569249 1.057404073 0.93261749 1.438958685
## WILKES -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON 0.100172410 -0.43552148 1.115019933 1.41217198 0.669471759
## YADKIN -0.174084074 -0.66610710 -0.933097153 -0.93372437 0.020630400
## YANCEY -0.024653676 1.00857737 -1.322432180 -1.35650881 0.480623357
## lowincpct lesshs lesshspct under5 under5pct
## ALAMANCE 0.17789063 -0.35102045 0.07527144 0.116257896 0.448117199
## ALEXANDER -0.22295738 1.25685725 0.84509107 -0.104741920 -0.038136266
## ALLEGHANY 1.14403565 0.53354946 1.71177900 -1.269052817 -0.979503099
## ANSON 0.92267341 0.78071878 0.76480775 -0.526234620 -0.242456264
## ASHE -0.22382165 -0.19340220 0.08240277 -0.837698896 -0.724417483
## AVERY 0.73046100 -0.18260724 0.01184513 -1.265913684 -1.244566709
## BEAUFORT 0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BERTIE 0.89310377 0.04436018 0.52589995 -1.200508907 -0.900531196
## BLADEN 1.68647779 0.04494203 0.75687022 -0.690165562 0.699819483
## BRUNSWICK -1.44850753 -1.13259703 -1.43880483 -0.656326719 -1.269506234
## BUNCOMBE -0.66856823 -1.05481259 -1.46712504 0.143610170 0.055155763
## BURKE 0.06043337 1.40543911 0.93183944 -0.177118163 -0.365394293
## CABARRUS -1.04866566 -0.27404023 -0.74331642 1.900474441 1.299267405
## CALDWELL 0.44375661 0.94369618 1.08651309 -0.403438149 0.026243700
## CAMDEN -2.18289532 0.49929710 -0.64077720 0.092961960 -1.434667537
## CARTERET -1.75524251 -2.13980465 -1.72135220 -1.234091484 -1.316793936
## CASWELL -0.09490631 0.89745041 1.07524756 -0.661743264 -0.873946148
## CATAWBA -0.55301076 0.37921822 -0.06903556 0.465848299 0.489787935
## CHATHAM -1.31178262 0.46333733 -0.60747462 0.634306911 -0.081663978
## CHEROKEE 0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLAY 0.35054271 -0.38595460 -0.76807892 -0.710234235 -0.896173444
## CLEVELAND 0.75571322 -0.35097347 0.26921687 -0.297451324 0.425316728
## COLUMBUS 0.96303732 0.03860365 0.33341295 -0.622713410 -0.324780879
## CRAVEN -0.34428023 -0.68727157 -0.51981057 0.822164287 1.204276589
## CUMBERLAND 0.37755172 -1.33389364 -1.28075675 1.664926555 1.950416390
## CURRITUCK -1.87108086 -0.50276659 -1.49590185 0.461286998 -0.817585854
## DARE -2.57415258 -2.32977922 -2.41403048 -0.868813252 -1.581450736
## DAVIDSON 0.12314493 0.57189105 0.52965188 0.132683288 0.136879180
## DAVIE -1.47940801 0.15041860 -0.44046982 0.003263981 -0.789306024
## DUPLIN 1.50971699 3.62031289 2.10941149 0.984780109 0.961669763
## DURHAM -0.78839373 0.14389851 -0.53874396 1.789083889 1.115073593
## EDGECOMBE 1.58175778 0.12866146 1.04599020 -0.399367376 0.742069381
## FORSYTH -0.25413396 -0.91259827 -0.76973507 0.469177767 0.881269094
## FRANKLIN -0.15958956 2.02564052 0.34802008 1.365849958 0.419133161
## GASTON 0.05429053 -0.51013437 0.23303288 -0.145240767 0.680618471
## GATES -1.33303760 -0.92363335 -0.43183671 -1.025012859 -1.321495718
## GRAHAM 1.44097711 -0.21717844 1.10055639 -1.121698182 -0.638509476
## GRANVILLE -0.63815453 1.22429018 0.46997724 0.372252545 -0.536723848
## GREENE 0.52601582 3.48205530 2.24450704 0.097961848 -0.087259326
## GUILFORD 0.10234208 -0.55317177 -0.72791480 0.900101315 0.974557665
## HALIFAX 1.69819267 0.19089726 1.68050759 -0.837409242 -0.169461133
## HARNETT 0.04891611 0.83099661 -0.24943270 2.652412510 1.611051823
## HAYWOOD -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## HENDERSON -1.01046033 -0.82275893 -1.08676622 -0.076305060 -0.277762876
## HERTFORD 1.22452461 0.72375937 1.22291305 -0.673336570 -0.316393184
## HOKE 0.64837420 0.91038371 -0.03393701 3.478085717 2.226386624
## HYDE -1.29235534 -0.83545174 -0.73908657 -1.055345509 -1.754178885
## IREDELL -1.12980496 -0.88262031 -0.77649631 0.217445764 0.470213574
## JACKSON 0.15585923 -0.77193632 -1.00159946 -0.134532916 -0.291496015
## JOHNSTON 0.11770742 1.29665349 0.24690962 2.193420604 1.255240117
## JONES 1.59094551 0.91615559 0.62996915 -0.561666152 -0.534614542
## LEE 0.29836039 0.65356074 0.58886093 0.836931690 1.356506129
## LENOIR 1.49735920 0.31389399 1.31219773 -0.305326941 0.805682585
## LINCOLN -0.34259020 0.34233384 -0.10813642 0.102061755 0.319086630
## MACON 0.35010450 0.42120078 0.23616948 -0.504605226 -1.049134527
## MADISON -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL 0.53863908 -0.50849267 0.21299746 -0.663806709 0.062793941
## MECKLENBURG -1.38251028 -0.64918706 -1.23688827 1.611351185 1.368651782
## MITCHELL -0.71661499 -0.72093018 0.35761412 -1.018977281 -1.168451385
## MONTGOMERY 0.68331823 0.62209545 1.08344804 -0.336914721 -0.179469680
## MOORE -1.11429612 -0.87869870 -1.01866005 0.485803990 0.498347718
## NASH -0.19330615 -0.18494282 0.08205787 0.070962456 0.223333288
## NEW HANOVER -0.57984138 -1.51926000 -1.88677673 0.492161303 -0.270424172
## NORTHAMPTON 0.84269264 -0.30162508 0.80501010 -1.204054281 -0.400439297
## ONSLOW -0.07241957 -1.41138785 -1.42682007 3.366586145 3.192561254
## ORANGE -1.34431681 -1.60006642 -1.89397039 0.284924303 -0.740266279
## PAMLICO -0.32009615 -1.47214759 -1.00043705 -1.414504087 -1.538271761
## PASQUOTANK 0.02452508 -0.32424509 -0.36618049 0.535451994 1.827166779
## PENDER -1.29821643 0.22247700 -0.82786872 0.829273501 -0.303631044
## PERQUIMANS -1.06009386 -0.94968700 -0.86694784 -0.914515348 -0.956076208
## PERSON -0.19955874 -0.15034850 -0.16784183 0.001714016 -0.021675569
## PITT 0.74443608 -0.84071257 -1.02113372 0.962655914 0.408324930
## POLK -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH 0.08316632 1.44999920 0.80156044 0.488243755 0.583013476
## RICHMOND 1.36476780 -0.13733107 0.87239766 -0.369161777 1.170084506
## ROBESON 2.06725865 1.69202618 1.70586736 0.765475222 1.791450202
## ROCKINGHAM 0.07826933 0.29400475 0.38494488 -0.355904741 -0.118185498
## ROWAN -0.21983786 -0.06526985 -0.14880274 0.150700022 0.323153903
## RUTHERFORD 0.31977974 0.13593339 0.39830282 -0.451400779 -0.372412663
## SAMPSON 1.14091382 1.39554287 1.33827195 0.382566549 1.106382564
## SCOTLAND 1.97572383 0.57233641 0.94709434 0.078517841 1.126506850
## STANLY -0.19222530 -0.35271845 -0.13092456 -0.142304480 0.366634347
## STOKES -0.76413705 0.61204543 0.36557340 -0.421784510 -0.655457606
## SURRY 0.23632611 0.80446795 1.26868034 -0.528379977 -0.008411926
## SWAIN 0.22042007 0.61353236 1.04478706 -0.139949460 -0.075062841
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## TYRRELL 0.05549840 0.21390936 0.99387380 -1.811495145 -2.441358847
## UNION -1.87187192 -0.25083027 -0.92965167 1.622951772 0.590676094
## VANCE 1.80639633 0.69387965 1.36706902 0.150081886 1.896193325
## WAKE -2.08090712 -1.00907524 -1.80171308 2.169986608 0.737457622
## WARREN 0.45581098 0.83278390 0.69799695 -0.715186504 -0.567839183
## WASHINGTON 0.49168724 -0.97894726 0.50369972 -1.194009053 -0.324812114
## WATAUGA 0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE 0.83400627 0.50763427 0.31583805 1.041073939 1.200766903
## WILKES 0.39784540 1.09720771 1.34257468 -0.484053345 -0.402847872
## WILSON 1.21213664 1.08012965 1.58412219 0.279094132 0.353859319
## YADKIN 0.32531929 0.66191772 0.60128558 -0.273815493 0.275917808
## YANCEY 0.65628652 0.16322035 -0.03474699 -0.507024526 -0.512381654
## over64 over64pct pre1960 pre1960pct vuleopct
## ALAMANCE -0.57693568 -0.387079416 0.753607834 1.08600530 0.27465005
## ALEXANDER 0.44401856 0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY -0.21923340 1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON -0.64589754 -0.193745631 1.172398991 1.22529375 1.37950639
## ASHE 0.39117349 1.152808829 0.404499940 -0.34555988 -1.14502447
## AVERY -0.60231378 1.073685441 0.212553796 -0.02860155 -0.75338794
## BEAUFORT 0.66307527 0.900639849 0.470206474 0.23857495 0.58190062
## BERTIE -1.01024062 0.371635232 -0.350089471 0.57397484 1.54650367
## BLADEN -0.82167315 0.309612574 -1.264704749 -0.66379603 1.17633741
## BRUNSWICK 2.36548995 2.795829674 -2.971947725 -2.61762693 -1.23104267
## BUNCOMBE 0.74114293 -0.134335044 1.821167608 0.92443596 -0.89722986
## BURKE 0.46209394 0.235940277 1.021957641 0.42956387 -0.67553596
## CABARRUS 0.09402601 -1.175483751 0.725972035 0.67819760 -0.25535629
## CALDWELL -0.30531672 0.002335771 0.494447836 0.84729717 -0.66403793
## CAMDEN 0.47053381 -1.003562656 -0.248008198 -0.83624112 -1.41659536
## CARTERET -0.69591033 1.248723670 -1.197045034 -0.91476699 -1.43391116
## CASWELL -0.21478328 0.232579300 0.560135215 0.29391958 0.29046103
## CATAWBA 0.21701801 -0.462759289 0.225460865 0.05162252 -0.53840772
## CHATHAM 3.22625443 0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE 1.69819934 2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN -0.50382859 0.217087413 0.294298566 0.01731916 -0.15021632
## CLAY 3.01832829 2.042282705 0.084667380 -1.23951374 -1.05761781
## CLEVELAND -0.68458786 -0.110456660 -0.304766048 0.18998423 0.11802233
## COLUMBUS -0.62895922 0.252595481 -0.311130261 0.27575141 0.66540473
## CRAVEN 0.35198007 -0.192899385 -0.572495057 -0.06176704 0.12093823
## CUMBERLAND -1.25447374 -1.604980885 -1.613836001 -1.20780238 1.20954385
## CURRITUCK -0.02876865 -0.838671310 -1.713299806 -2.05544901 -1.57119006
## DARE -0.71398375 -0.795270143 -1.221967220 -2.21123659 -1.86483955
## DAVIDSON -0.01550347 -0.316848901 -0.004619977 0.02592679 -0.41005602
## DAVIE 1.05011626 0.181737719 0.239429881 -0.11819108 -1.22071447
## DUPLIN 0.53340253 -0.313817701 0.714633220 -0.10719335 1.19130339
## DURHAM -0.42370581 -1.329934026 0.540953276 0.20165572 0.78267677
## EDGECOMBE -0.97717251 0.068713502 0.499954322 1.35318432 1.99900541
## FORSYTH -0.57960082 -0.803741864 0.420981216 0.57130420 0.43812756
## FRANKLIN 1.29019480 -0.391199843 -0.097012981 -0.96220529 0.38524639
## GASTON -1.19173269 -0.653603615 -0.223852405 0.88155457 -0.09485129
## GATES -0.76466866 0.225716219 -0.129976726 0.76767672 -0.18148170
## GRAHAM -0.31676499 0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE 0.47818243 -0.338332927 -0.059596473 0.32911082 0.37577675
## GREENE -0.36540242 -1.040506686 -0.267639212 -0.41814127 1.02307576
## GUILFORD -0.14325639 -1.056752450 0.597898585 0.80556894 0.85986156
## HALIFAX -1.14325676 0.414723461 0.516975853 2.00025920 1.89798036
## HARNETT -0.25249980 -1.251020465 -0.207740482 -0.55643916 0.32548460
## HAYWOOD 0.56979600 0.942622392 1.420116773 1.26071737 -1.34717316
## HENDERSON 2.08411108 1.349818694 -0.470867922 -0.90251796 -0.98177690
## HERTFORD -0.48358560 0.009031768 -0.041495096 0.75991704 1.99973369
## HOKE -1.23035794 -1.872549119 -1.945109363 -1.54712949 1.46582495
## HYDE -1.96342967 -1.671143461 -1.704793033 -1.94849975 -0.64446811
## IREDELL -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JACKSON 0.62993906 0.148004876 -0.133902928 -1.17657978 -0.60722142
## JOHNSTON 0.34582474 -1.087655444 -0.339152192 -0.46850146 0.13668180
## JONES 0.40992753 0.244665587 0.900406125 0.29302811 0.66579110
## LEE -0.18700016 -0.806714237 -0.391991074 -0.18562105 0.62973080
## LENOIR -0.57202304 -0.038263300 1.218731372 1.79316932 1.56525797
## LINCOLN 0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON 0.25367463 0.261857474 0.634912491 0.27748802 -0.71263423
## MADISON 1.24967407 1.994479733 0.650899442 -0.51982608 -1.03728055
## MARTIN 0.19926246 0.551970094 0.898412350 0.57070756 -1.20207572
## MCDOWELL -0.46730942 0.933803966 1.154090241 1.55193419 1.07768255
## MECKLENBURG -1.07644237 -1.834937301 -1.288880819 -1.02443684 0.39871428
## MITCHELL -0.16932858 1.323880667 1.340175895 1.27825539 -1.32048068
## MONTGOMERY -0.47659815 0.259318622 0.955506812 0.76045248 0.37865613
## MOORE 2.12199341 0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH -0.28532325 -0.186612820 -0.024214637 0.22563818 0.83768504
## NEW HANOVER 0.71352223 -0.677254452 0.211889205 -0.06704281 -0.56207148
## NORTHAMPTON -0.74063806 1.486546863 0.478450862 1.56822379 1.47307210
## ONSLOW -1.52065908 -2.045873699 -1.862301247 -1.43317870 0.05883044
## ORANGE -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PAMLICO 0.12159946 1.465275623 -0.940001443 -0.65706784 -0.40474872
## PASQUOTANK -0.37983676 -0.490568634 1.121255033 1.83480376 0.67613510
## PENDER 0.89630744 -0.298769763 -1.208010795 -1.42030437 -0.76768429
## PERQUIMANS 0.49636917 -0.008720309 -0.933866751 -0.95605821 -0.67691052
## PERSON 0.15988183 0.223724608 0.802251055 0.58149124 0.09110380
## PITT -0.64667583 -1.344737342 -1.150855916 -0.57599773 0.84095526
## POLK 3.80465584 2.525389330 3.122800509 0.39553413 -1.18455600
## RANDOLPH 0.21837810 -0.461104463 0.036869774 -0.24838321 -0.45342416
## RICHMOND -1.31439485 -0.540748154 -0.091618442 0.94258233 0.89768722
## ROBESON -0.86097648 -1.080721635 -0.535111778 0.02223687 2.51422612
## ROCKINGHAM -0.18806112 0.180602471 2.264263714 1.80725477 -0.20027731
## ROWAN -0.30400643 -0.427537177 1.577780530 1.46966838 -0.19938859
## RUTHERFORD -0.05945730 0.562138868 1.209594596 1.02124196 -0.54439490
## SAMPSON -0.43560768 -0.393000118 -0.170029447 0.11142122 1.18755595
## SCOTLAND -0.77379414 -0.370266611 -0.145218027 0.74179377 1.78997587
## STANLY -0.38788615 -0.130145249 1.889318458 2.31334672 -0.55668190
## STOKES 0.41316087 0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY -0.45151913 0.175847563 0.376482642 0.46659104 -0.65285579
## SWAIN -0.66214305 -0.027803725 -0.590937475 -0.87473299 -0.04671032
## TRANSYLVANIA 1.97170457 2.133278268 0.627338719 0.34765533 -1.07098137
## TYRRELL -1.51688575 -0.333190387 0.064615701 0.46996201 0.31477145
## UNION -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE -0.54557487 -0.459350915 0.246931308 1.00550675 2.11782467
## WAKE -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WARREN 0.77620698 1.241012717 0.592035612 0.07173488 1.29751527
## WASHINGTON -1.35806624 0.651836733 -0.913663166 0.04659220 0.96214246
## WATAUGA -0.05950791 -0.380793917 0.305618062 -0.98611117 -1.01271710
## WAYNE -0.17192377 -0.689346065 -0.082976806 0.09548443 1.01712623
## WILKES -0.06331158 0.335312802 -0.098738411 0.19007442 -0.72151812
## WILSON -0.27886488 -0.415969486 0.655643072 1.12199259 1.52353219
## YADKIN -0.17515611 -0.007772497 0.634949243 0.77242875 -0.63848971
## YANCEY 1.12070643 1.259957975 1.420627998 0.17930754 -0.86746883
## vuleo dispeo dslpm cancer resp
## ALAMANCE 0.080447130 0.193585344 1.427111706 0.898839431 0.76080740
## ALEXANDER -0.633244857 -0.948309043 -0.367197250 0.141179842 -0.08669581
## ALLEGHANY -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON 0.820433059 1.282323494 -0.282855853 1.018398893 1.20624270
## ASHE -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT -0.008097535 0.253075960 -0.581241718 -0.709846077 -0.53673513
## BERTIE 0.280263084 1.448684168 -0.851875482 -0.781490259 -0.75679897
## BLADEN 0.049535447 0.924710282 -0.742776800 -0.043585177 0.22623096
## BRUNSWICK -0.949575262 -1.007803391 NA NA NA
## BUNCOMBE -0.587455876 -1.138896587 0.624226258 -0.577553838 -0.66179003
## BURKE -0.287543316 -0.536480851 0.226686522 0.441363560 0.35567891
## CABARRUS 0.745983187 -0.686137388 2.858073048 1.593379224 1.61434041
## CALDWELL -0.917124884 -0.759311841 0.042430542 0.240274755 0.13257468
## CAMDEN -0.558432212 -1.309925944 -0.592815271 -1.281421639 -1.25628190
## CARTERET -1.710736349 -0.867061449 NA NA NA
## CASWELL -0.142823470 0.292053424 -0.330610576 0.150403735 0.06783330
## CATAWBA -0.129931315 -0.587305885 0.910484497 1.138463725 0.75831649
## CHATHAM 0.302984157 -0.868915202 0.113756296 0.713524020 0.75282291
## CHEROKEE -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN -0.532619818 0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLAY -0.739802314 -1.070916861 -1.313097821 -1.076968663 -1.21288129
## CLEVELAND -0.365333826 0.031094982 0.883766405 1.215698297 0.99017886
## COLUMBUS 0.052428051 0.677636819 -0.655470325 -0.001177405 0.24568986
## CRAVEN 0.144681107 -0.169260832 -0.563335489 -0.296132292 0.30171274
## CUMBERLAND 1.683525973 1.451080823 NA NA NA
## CURRITUCK -0.940853085 -1.716172789 NA NA NA
## DARE -1.586277531 -1.088716466 NA NA NA
## DAVIDSON -0.433895764 -0.659765869 1.342495806 1.075267238 0.93937745
## DAVIE -0.760305970 -1.408021108 0.748110537 0.702268684 0.60993720
## DUPLIN 1.968650760 1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM 2.164870580 1.330026138 2.773027295 1.885425374 1.26274715
## EDGECOMBE 0.702545528 1.598681119 0.100564184 -0.071218017 -0.13271440
## FORSYTH 0.493426071 0.435477498 1.510368773 1.114364796 0.67671568
## FRANKLIN 1.438967158 0.092898431 -0.058244146 0.426158735 0.41406704
## GASTON -0.626000493 -0.256797433 2.167493284 1.923818005 1.56387262
## GATES -0.733103630 -0.162867399 -0.641518223 -0.819740247 -0.78985534
## GRAHAM -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE 0.959687997 0.271354109 0.309798577 0.881822677 0.71763173
## GREENE 1.555641776 1.500472717 -0.554366924 -0.367978381 -0.36349101
## GUILFORD 1.378265556 0.878644323 NA NA NA
## HALIFAX 0.309094442 1.408321832 0.257032844 0.200856319 0.28399264
## HARNETT 1.717125772 0.485537212 0.132442212 0.822427799 1.06043561
## HAYWOOD -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## HENDERSON -0.779476275 -1.195637166 NA NA NA
## HERTFORD 1.146837516 1.812077875 -0.580209202 -0.436767200 -0.44950613
## HOKE 3.159178992 2.222114061 NA NA NA
## HYDE -0.747540567 0.416542749 NA NA NA
## IREDELL -0.599066426 -0.893141353 1.650924675 1.027109915 1.07999187
## JACKSON -0.149269108 -0.553475054 -1.231319579 -1.556831456 -1.53154364
## JOHNSTON 1.319213038 -0.310464151 0.763434086 0.421325946 0.60230185
## JONES 0.531576629 0.814895568 -0.912323133 -0.356819074 0.21331666
## LEE 0.844328015 0.631604494 0.440639595 0.895744900 2.23422824
## LENOIR 0.433747966 1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN -0.622377025 -1.125821222 0.854504858 1.056736274 0.90988302
## MACON -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL -0.134013739 0.686893112 -0.563434025 -0.696894284 -0.63372792
## MECKLENBURG 1.421014329 0.682642787 NA NA NA
## MITCHELL -1.600765124 -1.007224677 -1.088966282 -1.607335269 -1.70525652
## MONTGOMERY -0.040723883 0.462507356 -0.403899476 0.944317563 1.28931364
## MOORE -0.469652669 -1.057019138 -0.239329655 1.074387365 1.06640917
## NASH 0.529275674 0.670335076 0.717760396 0.200362909 0.18284293
## NEW HANOVER 0.120294279 -0.796042048 NA NA NA
## NORTHAMPTON -0.092174709 1.154494446 -0.438298190 -0.138225828 -0.14346623
## ONSLOW 1.128607424 0.055384942 NA NA NA
## ORANGE 0.303513936 -0.663926275 1.764163393 1.192612399 1.01402577
## PAMLICO -1.089267718 -0.179299041 NA NA NA
## PASQUOTANK 0.565260137 0.545874101 0.094871540 -1.108922166 -1.04931060
## PENDER 0.011987751 -0.869046004 NA NA NA
## PERQUIMANS -0.823742807 -0.190477319 -0.717151119 -1.282784367 -1.25319839
## PERSON 0.089452599 -0.005865324 -0.076368245 0.306672776 0.18643023
## PITT 1.650272634 1.076550306 0.481525182 -0.221933497 -0.10271950
## POLK -0.671641552 -1.360697253 -0.099910059 0.006963312 -0.14796936
## RANDOLPH -0.093045586 -0.572351659 0.740760329 0.872487309 0.70155712
## RICHMOND -0.092453685 0.726333975 -0.009447269 1.050826375 1.31373187
## ROBESON 2.518721384 2.879467567 0.227073774 0.469732388 0.75966061
## ROCKINGHAM -0.389421203 -0.138855845 0.139742771 0.352652680 0.18041836
## ROWAN -0.166485497 -0.249416319 1.883033198 1.303015051 1.22170229
## RUTHERFORD -0.791523516 -0.517913696 0.174796782 0.792868333 0.66953062
## SAMPSON 0.891638180 1.180505215 -0.487253764 0.073985138 0.17791298
## SCOTLAND 0.993085849 1.548161653 -0.081688323 1.012707489 1.31171325
## STANLY -0.820209155 -0.665898907 0.616096666 1.761648095 1.30051548
## STOKES -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## SWAIN -0.071931332 0.552296311 NA NA NA
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## TYRRELL -0.749560212 0.588007980 -0.909640134 -1.397843295 -1.39968374
## UNION 0.250374901 -1.411042429 1.671739718 1.335046559 1.40620958
## VANCE 1.204650412 1.703199117 0.362693120 0.593430810 0.44609475
## WAKE 1.130094442 -0.592168284 2.835262498 1.287363271 1.24771389
## WARREN 1.072157215 1.573991899 -0.411699378 0.159624308 0.14180353
## WASHINGTON -0.564807336 0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE 1.267881661 1.070837928 0.081980079 0.304580447 0.25703870
## WILKES -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON 1.063820179 1.231979870 0.711353659 0.276955953 0.17167410
## YADKIN -0.745439655 -0.615258083 0.080164228 0.050728740 0.05450729
## YANCEY -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
## pnpl prmp ptsdf ozone pm25
## ALAMANCE -0.57686169 0.7600787422 0.77831698 0.71453588 0.73622593
## ALEXANDER -0.29627482 -0.8760752175 -0.62613322 0.57487102 0.90384017
## ALLEGHANY -0.13251605 -1.0990870365 -0.74560167 0.15993844 -1.13357236
## ANSON -0.19012161 -1.0606373585 -0.46837459 0.04985865 0.02786616
## ASHE 0.17469551 -1.1860346492 -0.48435673 0.42264494 -1.45230383
## AVERY -0.60709654 -1.1775084938 -0.73946093 0.37447457 -1.49266263
## BEAUFORT 1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BERTIE -0.61121505 -0.5208008046 -0.73590128 -1.12654314 -0.90025443
## BLADEN -0.47420307 -0.5002406864 -0.57503766 -1.45005828 -0.18429849
## BRUNSWICK 0.15779565 -0.6552477624 -0.27299861 -2.33812719 -1.28578969
## BUNCOMBE 1.61396042 -0.2472810412 1.34051840 0.50270937 -0.79187607
## BURKE -0.57653627 1.3836509227 0.07732765 0.34088032 0.54872663
## CABARRUS 2.27373879 0.5098766438 0.17274455 2.06021829 1.48121302
## CALDWELL -0.55459419 2.2309275883 1.32967496 0.40137851 0.36095621
## CAMDEN -0.60569881 -0.6852021078 -0.67905505 -0.55921929 -1.64380685
## CARTERET -0.23073179 -1.0996440305 -0.38558865 NA NA
## CASWELL -0.28555880 -0.9028589751 -0.64720833 0.29626280 0.39104107
## CATAWBA -0.20863630 1.8668387694 1.44852586 1.01196557 1.53146632
## CHATHAM -0.39697945 0.4651986967 -0.60270302 0.38069901 0.82084078
## CHEROKEE -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLAY -0.66328888 -1.0715675762 -0.70122231 -1.69537665 -0.95608849
## CLEVELAND 0.68746495 0.4538352972 0.09111301 0.87392943 1.60404348
## COLUMBUS -0.28614227 -0.9953496348 -0.35073091 -2.14267666 -0.46141304
## CRAVEN 0.70058516 0.5776341230 -0.26326557 -1.87380370 -1.22717162
## CUMBERLAND 1.64590137 0.3987382459 0.58991512 0.28588928 1.05690244
## CURRITUCK -0.60193471 -0.8939629357 -0.74628712 NA NA
## DARE -0.74271582 -0.5782484522 -0.49856305 NA NA
## DAVIDSON -0.45249677 0.7954716368 0.44396511 1.84095619 0.92621970
## DAVIE -0.26660716 -0.4322777326 -0.33631387 1.61337413 0.97236727
## DUPLIN -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM 0.20985805 0.8537537227 2.90049958 0.65494904 1.68797344
## EDGECOMBE -0.61708797 1.3611933615 -0.16425623 -0.45176556 0.01753294
## FORSYTH -0.45223085 0.7080517894 3.29007914 1.77402594 0.77842857
## FRANKLIN -0.42280564 -0.6768527900 -0.41895257 0.18114282 0.82304144
## GASTON 3.97196114 3.5192904026 1.67113736 1.29582615 1.97543469
## GATES -0.52492646 -1.0484747240 -0.70934167 -1.03493605 -1.01589466
## GRAHAM -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE 3.63056452 -0.2639752254 0.38751093 0.44404133 1.00047850
## GREENE -0.57889051 -1.0091219642 -0.67532329 -0.52291643 0.03646312
## GUILFORD -0.63822401 1.7202947905 4.28200276 1.71361935 0.73702497
## HALIFAX -0.66186133 0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT -0.38335226 -0.1412771668 -0.56467623 0.16748599 1.08248324
## HAYWOOD 2.95673121 1.2178619148 -0.46307164 0.54047227 -1.19607514
## HENDERSON 1.45729178 -0.4358421728 0.43365902 0.12067284 -0.47209279
## HERTFORD -0.63290667 -0.9272253891 -0.45674908 -1.04715830 -0.70412874
## HOKE 0.24179917 1.7509544454 -0.62866790 0.21940161 0.63986843
## HYDE -0.71603536 -1.2405711919 -0.79800385 NA NA
## IREDELL 1.57059705 1.5845088685 0.34149208 1.55920971 1.48673219
## JACKSON 0.03909674 -0.7018822138 -0.57914680 -0.86711576 -1.21187809
## JOHNSTON -0.48227339 0.5273213592 -0.46638472 -0.11218785 1.01952765
## JONES -0.40687624 -0.9654965186 -0.71515971 -1.75087416 -0.88608097
## LEE -0.49436192 0.1556513895 0.63014088 0.19857789 0.79615430
## LENOIR -0.58365445 0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN -0.26022908 1.0464324370 0.22904150 1.28673075 1.76404040
## MACON -0.44362471 -0.3000954873 -0.22602015 0.24817656 -0.49184880
## MADISON -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN -0.36144890 -0.8119637487 -0.41048697 0.88516151 -1.06301655
## MCDOWELL -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MECKLENBURG 0.13633476 1.6391632205 3.44154499 1.78327971 1.95097228
## MITCHELL -0.54540765 -1.1068666393 -0.51711193 0.49048560 -1.44853890
## MONTGOMERY -0.49068329 -0.0007700371 -0.61251920 0.24091791 -0.46721336
## MOORE 2.44009240 -0.5300262646 -0.51091746 0.12021739 0.05590875
## NASH -0.63421864 0.7945993986 0.30810164 -0.26318083 0.37210295
## NEW HANOVER 1.01812837 0.7480951930 2.85532484 NA NA
## NORTHAMPTON -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ONSLOW 3.29797089 -0.4326286818 0.11385969 NA NA
## ORANGE -0.25643367 -0.6738240723 1.67729917 0.52719711 1.29013338
## PAMLICO -0.27756800 -0.6133900348 -0.63101577 NA NA
## PASQUOTANK -0.59561134 1.6162199173 0.24167597 -0.83067330 -1.55028031
## PENDER -0.32307110 -0.8974724058 -0.62715617 NA NA
## PERQUIMANS -0.66699998 -0.3096469335 -0.70344864 -1.13530295 -1.39802840
## PERSON 1.83651016 -0.0083302524 -0.40086149 0.39533710 0.64970714
## PITT -0.31731781 -0.0724068497 1.23908027 -0.63779280 -0.31802045
## POLK -0.06113608 -1.0054798827 -0.71799231 0.30557541 0.36364253
## RANDOLPH -0.61340370 0.1877666581 0.57764927 1.10220206 0.41645549
## RICHMOND 0.74144204 0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON -0.49219584 1.1225145097 -0.35105459 -0.58761114 0.41582973
## ROCKINGHAM -0.53099515 1.1109891082 0.24477682 0.69193016 0.15580888
## ROWAN 0.90628586 1.0161704153 0.41923161 1.88286674 1.23940433
## RUTHERFORD -0.40305503 0.6793399649 -0.04416178 0.49904003 0.86476888
## SAMPSON -0.48994269 0.2118518872 -0.45890083 -0.75828633 0.40961828
## SCOTLAND -0.39877769 0.0336010080 -0.39881048 -0.06795602 0.33271393
## STANLY -0.39312541 0.0670822711 -0.52892379 0.96231776 0.34948871
## STOKES -0.48921930 -0.8969114006 -0.33667519 0.91178746 -0.03230704
## SURRY -0.37368820 0.5864631443 -0.55118498 0.40382969 -0.32250175
## SWAIN -0.42610230 -1.1145659956 -0.51905141 -0.62604211 -0.84700197
## TRANSYLVANIA -0.32183194 -0.3886707238 0.31142535 -0.41722056 -1.15153171
## TYRRELL -0.70519979 -0.6899332323 -0.76293924 -1.48451138 -1.80168086
## UNION -0.12096644 0.2263286766 0.66611301 0.87403365 1.24137536
## VANCE -0.07756038 0.2502638641 0.06680041 0.05577599 0.61712154
## WAKE 0.99295694 -0.3185729767 2.18623378 0.61482826 1.72786021
## WARREN -0.51074332 -1.1034068117 -0.75125257 -0.33065363 0.22721576
## WASHINGTON -0.57879973 0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA -0.47584878 -1.1836198683 -0.17581308 0.43692845 -1.38719532
## WAYNE -0.65382866 -0.4675997465 -0.02234455 -0.47651172 0.49630212
## WILKES -0.31684422 1.7310747063 -0.33136439 0.19366935 -0.21070069
## WILSON -0.63660855 2.9255496443 0.07110618 -0.19927714 0.42980898
## YADKIN 1.00384839 -0.5322699018 -0.52455960 0.79856206 0.42050642
## YANCEY -0.43129531 -1.1187296011 -0.28995398 0.77760736 -1.44839560
## d_dslpm_2 d_cancr_2 d_pnpl_2 d_ptsdf_2 d_ozone_2
## ALAMANCE 0.54159287 0.19251630 -0.008007687 -0.10238330 0.160894954
## ALEXANDER -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON 1.05648189 1.46264399 0.599301308 0.14771799 1.241140885
## ASHE -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT 0.24022798 0.18968866 2.373085739 0.13288793 0.199953249
## BERTIE 0.84930527 1.21626497 0.240487206 -0.21418362 1.327428984
## BLADEN 0.54443487 0.87024475 0.258247646 -0.14555269 0.815867748
## BRUNSWICK NA NA -0.853228250 -0.78288523 -0.933227943
## BUNCOMBE -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS -1.17759274 -0.86490424 0.408752826 -0.63398339 -0.787775659
## CALDWELL -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CAMDEN -1.11810112 -1.09335875 -0.373640638 -0.43463061 -1.305528255
## CARTERET NA NA -0.497863082 -0.55001641 NA
## CASWELL 0.13695546 0.24962024 0.073884550 -0.25862046 0.255853628
## CATAWBA -0.67746253 -0.69466923 -0.436638558 0.46710984 -0.658430253
## CHATHAM -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN 0.20841104 0.28136512 0.015522093 -0.24486084 0.338656142
## CLAY -0.60842709 -0.93218116 -0.202922568 -0.37151262 -1.020215346
## CLEVELAND 0.09943838 0.00573901 0.217493382 -0.10019157 -0.005311666
## COLUMBUS 0.41146822 0.63715075 0.368017951 0.10587420 0.563557310
## CRAVEN -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## CUMBERLAND NA NA 3.790988314 1.23346975 1.432968711
## CURRITUCK NA NA -0.495769201 -0.38218363 NA
## DARE NA NA -0.172198065 -0.63287151 NA
## DAVIDSON -0.72085222 -0.77017594 -0.251171604 0.05425464 -0.754338695
## DAVIE -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN 1.23896208 1.60547213 0.272157452 -0.13497093 1.554809272
## DURHAM 3.06946256 1.82494832 1.078053694 4.16705600 1.333531370
## EDGECOMBE 1.77581670 1.57395751 0.220347369 0.71257842 1.521766990
## FORSYTH 0.92843387 0.51747980 0.039294168 2.81933032 0.441013018
## FRANKLIN -0.06264564 0.04743296 -0.006420478 -0.31642975 0.048507593
## GASTON -0.30838172 -0.31308150 0.147934978 0.56173396 -0.312034038
## GATES -0.22469445 -0.19153396 -0.091858552 -0.30562092 -0.194243775
## GRAHAM -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE 0.40284162 0.31152759 4.954098794 0.64551831 0.235102495
## GREENE 1.05920534 1.36069505 0.262273043 -0.12428985 1.418393227
## GUILFORD NA NA 0.088469864 5.58645004 0.913716580
## HALIFAX 1.28993909 1.38160926 0.156357452 0.04545381 1.321245791
## HARNETT 0.43604024 0.50147631 0.141941306 -0.18734435 0.447997767
## HAYWOOD -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## HENDERSON NA NA -1.744852074 -1.20469097 -1.237820371
## HERTFORD 1.25670845 1.62717076 0.258241034 0.27860903 1.674905079
## HOKE NA NA 1.617013815 -0.03942649 2.199372639
## HYDE NA NA 0.021869257 -0.28080114 NA
## IREDELL -1.37927828 -1.11526164 0.065408736 -0.34437669 -1.006162274
## JACKSON -0.44176144 -0.47469758 -0.471324900 -0.44023278 -0.557346337
## JOHNSTON -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## JONES 0.40574923 0.72481446 0.251586886 -0.23400067 0.697872585
## LEE 0.80529919 0.68478907 0.117478735 1.61551355 0.597385646
## LENOIR 1.03048134 0.99624490 0.172517652 0.02474698 0.996208371
## LINCOLN -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL 0.44722931 0.55990244 0.146851578 -0.26039991 0.615490275
## MECKLENBURG NA NA 0.681097453 3.09945441 0.716510062
## MITCHELL -0.68015044 -0.79596880 -0.285650029 -0.51470349 -1.068520232
## MONTGOMERY 0.29313164 0.49106846 0.131473699 -0.21807359 0.418089889
## MOORE -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH 0.89405934 0.65242108 0.059739072 0.56160012 0.620649938
## NEW HANOVER NA NA -0.002741639 0.13758055 NA
## NORTHAMPTON 0.90062101 1.09795529 0.101458204 -0.12752146 1.065874166
## ONSLOW NA NA 2.775345509 0.32123965 NA
## ORANGE -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PAMLICO NA NA -0.191128031 -0.27418643 NA
## PASQUOTANK 0.65731721 0.41347347 0.063195777 0.76326483 0.482084708
## PENDER NA NA -0.424776942 -0.59188553 NA
## PERQUIMANS -0.23769632 -0.19901386 -0.081032679 -0.32365187 -0.220149551
## PERSON 0.13425522 -0.03468539 1.332880371 0.08026645 -0.044528371
## PITT 1.37050764 0.99768693 0.409280644 2.51548304 1.005463405
## POLK -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND 0.65063562 0.80234761 0.802873117 0.01864683 0.683003892
## ROBESON 2.89430189 3.03661251 0.784617404 0.46308202 2.765862652
## ROCKINGHAM -0.19337146 -0.19049285 -0.060734585 -0.07981207 -0.187915880
## ROWAN -0.16465185 -0.30572703 0.031684567 0.29330786 -0.307832142
## RUTHERFORD -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON 0.81555549 1.13475711 0.233738490 0.12828506 1.081550618
## SCOTLAND 1.42383162 1.77259883 0.493370782 0.26983792 1.500403113
## STANLY -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## SWAIN NA NA 0.246087002 -0.27390230 0.518417336
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## TYRRELL 0.26762975 0.39946077 0.031660963 -0.25989055 0.503622728
## UNION -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE 1.83984494 1.82430992 0.926559608 0.91617909 1.663449592
## WAKE -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WARREN 1.17621419 1.56756222 0.400793041 -0.20961961 1.509088290
## WASHINGTON 0.44710781 0.64899558 0.147536183 -0.22978926 0.741203318
## WATAUGA -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE 1.13114419 1.12897770 0.102953937 0.82348811 0.999848001
## WILKES -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON 1.57153369 1.26321898 0.146729641 0.29705925 1.177465237
## YADKIN -0.65382397 -0.66847235 -0.784921951 -0.36798861 -0.678762050
## YANCEY -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
## d_pm25_2 region arealand areawater npl_cnt
## ALAMANCE 0.14707431 NaN -0.834545757 -0.20707231 -0.43775435
## ALEXANDER -1.06191144 NaN -0.365374018 -0.20336850 -0.43775435
## ALLEGHANY -0.34379575 NaN 0.328343365 -0.20478671 -0.43775435
## ANSON 1.20419473 NaN 0.769489687 -0.19384627 -0.43775435
## ASHE -0.96370154 NaN 0.196678409 -0.20402142 3.21361669
## AVERY -0.57618873 NaN -0.059067083 -0.21265574 -0.43775435
## BEAUFORT 0.17341199 NaN 0.491319505 0.03255237 1.85739316
## BERTIE 1.26888571 NaN 1.232149603 -0.07486345 -0.43775435
## BLADEN 0.83545054 NaN 0.786029195 -0.18632318 -0.43775435
## BRUNSWICK -0.95005805 NaN -0.457896729 -0.06695762 1.34736038
## BUNCOMBE -1.11314654 NaN -0.800393197 -0.21188788 1.12711895
## BURKE -0.61640781 NaN -0.504724122 -0.20429134 -0.43775435
## CABARRUS -0.81138560 NaN -0.828204332 -0.21146970 0.41682185
## CALDWELL -0.84302939 NaN -0.578691532 -0.21047983 -0.43775435
## CAMDEN -1.19456777 NaN 1.569582455 0.55311104 -0.43775435
## CARTERET NA NaN -0.615841754 0.53819299 -0.43775435
## CASWELL 0.23611939 NaN 0.482100932 -0.20116871 -0.43775435
## CATAWBA -0.70799113 NaN -0.802908679 -0.20322023 -0.43775435
## CHATHAM -1.03232138 NaN 0.207055054 -0.16211760 -0.43775435
## CHEROKEE -0.92086591 NaN 0.353694045 -0.17850877 -0.43775435
## CHOWAN 0.29599979 NaN -0.266054507 0.07314443 -0.43775435
## CLAY -1.03587837 NaN 0.950938593 -0.15888632 -0.43775435
## CLEVELAND -0.02087357 NaN -0.683477080 -0.20999889 0.60549452
## COLUMBUS 0.58019700 NaN 0.238989406 -0.18974009 1.27139805
## CRAVEN -0.20783794 NaN -0.351610181 -0.14483740 0.81740444
## CUMBERLAND 1.49658356 NaN -0.861079725 -0.21137222 0.38614475
## CURRITUCK NA NaN 0.073622529 0.94625169 -0.43775435
## DARE NA NaN -0.289683996 2.16756344 -0.43775435
## DAVIDSON -0.75494771 NaN -0.743513588 -0.20455693 -0.43775435
## DAVIE -1.55112952 NaN -0.384238594 -0.20584725 -0.43775435
## DUPLIN 1.61522210 NaN 0.504046521 -0.20276248 -0.43775435
## DURHAM 1.44171445 NaN -0.958696694 -0.20845764 -0.43775435
## EDGECOMBE 1.52665866 NaN -0.370592730 -0.21135572 -0.43775435
## FORSYTH 0.40070479 NaN -0.971550595 -0.21213101 -0.43775435
## FRANKLIN 0.02668737 NaN 0.002826467 -0.20728634 -0.43775435
## GASTON -0.35052231 NaN -0.946516334 -0.21033481 1.41959046
## GATES -0.20853545 NaN 1.172714924 -0.17961118 -0.43775435
## GRAHAM -0.38065412 NaN 1.333910858 -0.13381958 -0.43775435
## GRANVILLE 0.22602618 NaN 0.018146839 -0.20185370 4.58288083
## GREENE 1.42240837 NaN 0.275968704 -0.21098455 -0.43775435
## GUILFORD 0.86397444 NaN -0.936202160 -0.21071704 -0.43775435
## HALIFAX 1.32278802 NaN -0.143009532 -0.20493570 -0.43775435
## HARNETT 0.45787071 NaN -0.436766358 -0.20654930 -0.43775435
## HAYWOOD -1.18541869 NaN -0.319037045 -0.21207245 2.90933577
## HENDERSON -1.18847067 NaN -0.739698682 -0.21140951 0.67794235
## HERTFORD 1.62223765 NaN 0.148117210 -0.18832121 -0.43775435
## HOKE 2.24152143 NaN -0.049393346 -0.20934299 -0.43775435
## HYDE NA NaN 5.674993783 9.06729234 -0.43775435
## IREDELL -1.05506184 NaN -0.743199935 -0.19971608 0.99671284
## JACKSON -0.55721156 NaN 0.168278148 -0.20383617 -0.43775435
## JOHNSTON -0.40394277 NaN -0.458955122 -0.20986697 -0.43775435
## JONES 0.67833190 NaN 3.376171617 -0.19148229 -0.43775435
## LEE 0.60694252 NaN -0.626206597 -0.20600192 -0.43775435
## LENOIR 0.98841279 NaN -0.520417855 -0.21017472 -0.43775435
## LINCOLN -1.32322119 NaN -0.690882007 -0.20149685 -0.43775435
## MACON -0.78006731 NaN -0.142930960 -0.20191393 -0.43775435
## MADISON -0.90253032 NaN 0.136606430 -0.20375672 -0.43775435
## MARTIN -1.13989292 NaN 0.778051469 -0.20568008 -0.43775435
## MCDOWELL 0.57901497 NaN 0.356495354 -0.21245964 -0.43775435
## MECKLENBURG 0.72308210 NaN -1.020201811 -0.21069329 -0.29301532
## MITCHELL -0.94236281 NaN -0.036215645 -0.21040968 -0.43775435
## MONTGOMERY 0.36614948 NaN 0.396721249 -0.18344596 -0.43775435
## MOORE -1.10988917 NaN -0.272192049 -0.20413176 3.79014896
## NASH 0.62062730 NaN -0.532118616 -0.21094905 -0.43775435
## NEW HANOVER NA NaN -0.976611190 -0.13846857 0.23166367
## NORTHAMPTON 1.05805962 NaN 0.532517714 -0.17178179 -0.43775435
## ONSLOW NA NaN -0.557122739 -0.11522645 1.23579071
## ORANGE -0.77412768 NaN -0.731696581 -0.21035767 -0.43775435
## PAMLICO NA NaN 0.631305150 0.92551665 -0.43775435
## PASQUOTANK 0.40859627 NaN -0.504860846 -0.05539884 -0.43775435
## PENDER NA NaN 0.720248215 -0.08415336 -0.43775435
## PERQUIMANS -0.22835817 NaN 0.281062691 0.23487093 -0.43775435
## PERSON -0.06779035 NaN -0.083489394 -0.18287358 2.65186730
## PITT 0.97824027 NaN -0.632701501 -0.21118084 -0.43775435
## POLK -1.44081133 NaN 0.228879650 -0.20920649 -0.43775435
## RANDOLPH -0.65011436 NaN -0.480323019 -0.20751599 -0.43775435
## RICHMOND 0.65196018 NaN -0.317630234 -0.20373942 1.52151791
## ROBESON 2.88169559 NaN -0.369889974 -0.21189763 -0.43775435
## ROCKINGHAM -0.19769661 NaN -0.539861627 -0.20656857 -0.43775435
## ROWAN -0.32710034 NaN -0.722371776 -0.20465464 0.41682185
## RUTHERFORD -0.59536847 NaN -0.362653431 -0.21107087 -0.43775435
## SAMPSON 1.12700698 NaN 0.308891900 -0.21058404 -0.43775435
## SCOTLAND 1.50863725 NaN -0.299998875 -0.20974922 -0.43775435
## STANLY -0.74468719 NaN -0.513897107 -0.19942834 -0.43775435
## STOKES -1.42824365 NaN -0.123581246 -0.19895906 -0.43775435
## SURRY -0.55584594 NaN -0.483650396 -0.20891337 -0.43775435
## SWAIN 0.43168784 NaN 1.829317957 -0.14476947 -0.43775435
## TRANSYLVANIA -0.97099571 NaN -0.080337289 -0.20817212 -0.43775435
## TYRRELL 0.43351026 NaN 4.092415028 2.50143335 -0.43775435
## UNION -1.61810220 NaN -0.675932054 -0.20892103 -0.43775435
## VANCE 1.70079872 NaN -0.576223096 -0.18090348 -0.43775435
## WAKE -0.72067738 NaN -0.961177321 -0.21012158 0.09189507
## WARREN 1.52449601 NaN 0.811621841 -0.14680105 -0.43775435
## WASHINGTON 0.68279628 NaN 0.446954465 0.11721287 -0.43775435
## WATAUGA -0.86298958 NaN -0.415346315 -0.21145205 -0.43775435
## WAYNE 1.03479845 NaN -0.593629014 -0.21002582 -0.43775435
## WILKES -0.69757818 NaN -0.139983273 -0.21007464 -0.43775435
## WILSON 1.19466978 NaN -0.640138282 -0.20674536 -0.43775435
## YADKIN -0.68669136 NaN -0.290583001 -0.20680345 2.43118004
## YANCEY -0.78424798 NaN 0.509521564 -0.21038457 -0.43775435
## tsdf_cnt shape_length shape_area
## ALAMANCE 0.318872389 -1.004614926 -0.570739709
## ALEXANDER -0.628462442 -0.247982846 -0.309803626
## ALLEGHANY -1.240170076 0.491340833 0.084238178
## ANSON -0.467486749 0.533792116 0.298876995
## ASHE 0.094464762 0.621000504 0.009792536
## AVERY -1.240170076 0.371453730 -0.143457939
## BEAUFORT -0.820713413 0.340911248 0.284172306
## BERTIE -0.506120915 1.140111892 0.649596214
## BLADEN -0.293009869 0.630311176 0.303099794
## BRUNSWICK 0.391050281 -0.510881985 -0.304036519
## BUNCOMBE 1.238437479 -0.881475362 -0.556184260
## BURKE 0.531672726 -0.498977247 -0.388721264
## CABARRUS 0.633997994 -1.066718248 -0.571982807
## CALDWELL 2.074890649 -0.679360962 -0.431435266
## CAMDEN -1.240170076 1.730298210 1.200811811
## CARTERET -0.628462442 -0.337150890 -0.052951600
## CASWELL -1.240170076 0.521776108 0.170289104
## CATAWBA 2.314173228 -0.882699399 -0.552577113
## CHATHAM -0.401256749 0.198116582 0.025501297
## CHEROKEE 0.158018802 0.633198385 0.085796213
## CHOWAN -1.240170076 0.014587738 -0.097867343
## CLAY -1.240170076 1.110120758 0.418134268
## CLEVELAND 0.285126881 -0.714674750 -0.492521571
## COLUMBUS -0.303086041 0.147238464 0.002483129
## CRAVEN -0.551998988 -0.438699215 -0.278306379
## CUMBERLAND -0.110863675 -1.112983200 -0.590862701
## CURRITUCK -1.240170076 1.293404201 0.587141868
## DARE -0.322608625 0.821384240 1.040224736
## DAVIDSON 0.391050281 -0.822743479 -0.520073488
## DAVIE -0.065691419 -0.242226375 -0.321530179
## DUPLIN -0.808376452 0.545875870 0.149929092
## DURHAM 2.502041331 -1.235448270 -0.640356895
## EDGECOMBE -0.615447386 -0.423063400 -0.317212035
## FORSYTH 1.599361656 -1.272893626 -0.649383282
## FRANKLIN 0.717294352 0.163158097 -0.106020664
## GASTON 0.796498115 -1.176103576 -0.636061049
## GATES -1.240170076 1.294733302 0.570402989
## GRAHAM 0.594952826 1.270647421 0.648689061
## GRANVILLE 1.971295002 -0.031018608 -0.091011577
## GREENE -1.240170076 0.502453166 0.032315528
## GUILFORD 2.530630406 -1.232231086 -0.629058691
## HALIFAX -0.664445244 -0.250853411 -0.183307771
## HARNETT -0.758826364 -0.388545948 -0.355942192
## HAYWOOD -0.628462442 -0.386225985 -0.292858921
## HENDERSON 1.002757915 -0.763241984 -0.523910527
## HERTFORD 0.305196578 0.236667229 -0.009904929
## HOKE -1.240170076 -0.287568870 -0.151112951
## HYDE -1.240170076 5.504819980 8.075111099
## IREDELL 0.594952826 -0.843780764 -0.517148468
## JACKSON -0.675516875 0.271039588 -0.025960778
## JOHNSTON 0.158018802 -0.383091111 -0.368600293
## JONES -1.240170076 3.009570357 1.710456544
## LEE 1.934096564 -0.723768701 -0.458256103
## LENOIR 0.009275304 -0.547612924 -0.404515822
## LINCOLN 1.108787238 -0.707358404 -0.491072384
## MACON 0.654150339 0.001205813 -0.189180064
## MADISON -1.240170076 0.225651756 -0.045386389
## MARTIN -0.322608625 0.883408796 0.319251982
## MCDOWELL -1.240170076 0.510569931 0.082565186
## MECKLENBURG 1.378599902 -1.397887086 -0.676396884
## MITCHELL -0.191528418 0.347444959 -0.130452234
## MONTGOMERY -0.572852657 0.480313017 0.110406818
## MOORE -0.467486749 -0.308486478 -0.265527414
## NASH 0.792581446 -0.582029322 -0.405825418
## NEW HANOVER 2.307734200 -1.196041332 -0.615662386
## NORTHAMPTON -0.572852657 0.681602573 0.215617895
## ONSLOW -0.016754808 -0.679049113 -0.376824363
## ORANGE 0.130055024 -0.914013746 -0.515467589
## PAMLICO -0.110863675 0.960102942 0.839466233
## PASQUOTANK 0.453789526 -0.631161903 -0.301004457
## PENDER -0.781389350 0.669304034 0.320501727
## PERQUIMANS -0.016754808 0.497336451 0.297846450
## PERSON -0.675516875 -0.275084353 -0.135809870
## PITT 1.359587368 -0.784158934 -0.463933171
## POLK -1.240170076 0.478992829 0.003921703
## RANDOLPH 0.808339210 -0.483520731 -0.377405731
## RICHMOND -0.882097314 -0.546654085 -0.293167956
## ROBESON -0.406023302 -0.342952452 -0.329227571
## ROCKINGHAM 1.100276523 -0.505100704 -0.404351970
## ROWAN 0.633997994 -0.890402779 -0.509257528
## RUTHERFORD 0.171462925 -0.408967601 -0.317690388
## SAMPSON -0.913926004 0.296646237 0.041406525
## SCOTLAND 0.391050281 -0.440327524 -0.288602261
## STANLY -0.282714649 -0.542800059 -0.394524569
## STOKES -0.293009869 0.101912849 -0.167127224
## SURRY -0.493679404 -0.374739388 -0.374067373
## SWAIN -0.016754808 1.284892227 0.918116029
## TRANSYLVANIA 1.696026566 0.054430987 -0.164750793
## TYRRELL -1.240170076 2.980738642 3.653548900
## UNION 1.610506276 -0.806133576 -0.489699968
## VANCE -0.350413517 -0.667579270 -0.410475601
## WAKE 1.147506315 -1.264027586 -0.643084940
## WARREN -1.240170076 0.884737703 0.385311410
## WASHINGTON -1.240170076 0.391475220 0.315462626
## WATAUGA -0.293009869 -0.104195162 -0.339018720
## WAYNE -0.457184304 -0.634007708 -0.443398130
## WILKES -0.132171343 -0.054790683 -0.185189481
## WILSON 0.628318697 -0.779954595 -0.464878472
## YADKIN -0.715849247 -0.254633806 -0.267708420
## YANCEY 1.018442726 0.833917367 0.169358183ej.scaled %>% drop_na()## [1] per_tested num_high_lead per_highlead_h fips bf_acreage
## [6] objectid id acstotpop acsipovbas acseducbas
## [11] acstothh acstothu minorpop minorpct lowincome
## [16] lowincpct lesshs lesshspct under5 under5pct
## [21] over64 over64pct pre1960 pre1960pct vuleopct
## [26] vuleo dispeo dslpm cancer resp
## [31] pnpl prmp ptsdf ozone pm25
## [36] d_dslpm_2 d_cancr_2 d_pnpl_2 d_ptsdf_2 d_ozone_2
## [41] d_pm25_2 region arealand areawater npl_cnt
## [46] tsdf_cnt shape_length shape_area
## <0 rows> (or 0-length row.names)ej.scaled## per_tested num_high_lead per_highlead_h fips bf_acreage
## ALAMANCE -0.88410296 1.43983603 -1.44746761 -1.70622042 0.004331364
## ALEXANDER 0.68669397 -0.56838836 -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY -1.70237856 -0.69009893 0.38840094 -1.63728222 -0.313485055
## ANSON -1.67315443 -0.44667779 2.10952771 -1.60281312 -0.295068874
## ASHE 0.01453900 -0.75095421 -1.47615306 -1.56834402 -0.313485055
## AVERY 0.18257774 -0.56838836 0.96210986 -1.53387492 -0.308258594
## BEAUFORT 1.02277145 -0.44667779 -0.47216244 -1.49940582 -0.138494723
## BERTIE 1.00815938 -0.56838836 0.10154648 -1.46493672 NA
## BLADEN 0.40906474 -0.38582250 0.38840094 -1.43046762 NA
## BRUNSWICK -0.18272387 -0.56838836 -1.04587136 -1.39599852 -0.067823086
## BUNCOMBE -0.12427561 0.40529619 -0.61558967 -1.36152943 0.379309338
## BURKE 1.00085335 0.22273034 0.24497371 -1.32706033 -0.122147159
## CABARRUS -0.89871502 0.52700676 -0.32873521 -1.29259123 -0.155290793
## CALDWELL 0.46020697 -0.14240137 -0.18530798 -1.25812213 -0.210411191
## CAMDEN -0.40190483 -0.69009893 -0.18530798 -1.22365303 NA
## CARTERET 0.18257774 -0.32496722 -0.04188075 -1.18918393 -0.296237734
## CASWELL 0.09490536 -0.50753307 0.67525540 -1.15471483 NA
## CATAWBA 0.21910791 -0.02069080 -0.61558967 -1.12024573 -0.156766284
## CHATHAM -0.92793915 -0.56838836 -0.75901690 -1.08577663 0.159392495
## CHEROKEE -0.08774545 -0.69009893 -1.04587136 -1.05130753 -0.313485055
## CHOWAN 0.12412949 -0.69009893 -0.61558967 -1.01683843 -0.230209501
## CLAY -0.46765912 -0.75095421 -1.47615306 -0.98236933 NA
## CLEVELAND 0.86203874 0.10101977 -0.18530798 -0.94790023 -0.141707486
## COLUMBUS 0.42367681 -0.14240137 0.38840094 -0.91343113 NA
## CRAVEN 1.05199558 0.22273034 -0.32873521 -0.87896203 -0.228818219
## CUMBERLAND -2.36722749 2.10924416 0.53182817 -0.84449293 -0.077232547
## CURRITUCK -2.22841288 -0.69009893 -0.61558967 -0.81002384 -0.308725405
## DARE -1.15442615 -0.69009893 -1.04587136 -0.77555474 NA
## DAVIDSON 0.93509906 1.19641489 0.24497371 -0.74108564 -0.278748769
## DAVIE 0.37253458 -0.32496722 0.53182817 -0.70661654 -0.297100878
## DUPLIN 0.83281461 -0.44667779 -0.75901690 -0.67214744 -0.185139285
## DURHAM -0.54802548 0.64871733 -0.75901690 -0.63767834 0.237847074
## EDGECOMBE 0.54057332 -0.26411193 -0.18530798 -0.60320924 -0.269842733
## FORSYTH 0.08759933 3.02207343 0.10154648 -0.56874014 0.763499064
## FRANKLIN -0.12427561 -0.50753307 -0.75901690 -0.53427104 -0.287169687
## GASTON -1.58548205 0.16187506 -0.47216244 -0.49980194 0.084687056
## GATES -0.70145215 -0.69009893 -0.04188075 -0.46533284 NA
## GRAHAM -0.56263754 -0.75095421 -1.47615306 -0.43086374 -0.279188121
## GRANVILLE -0.27770228 -0.69009893 -1.33272583 -0.39639464 -0.283297895
## GREENE 0.92779303 -0.56838836 -0.04188075 -0.36192554 NA
## GUILFORD 0.65016381 3.75233684 -0.32873521 -0.32745644 0.279542515
## HALIFAX 1.05199558 0.28358563 1.39239155 -0.29298734 0.014171023
## HARNETT -0.95716328 0.83128319 0.53182817 -0.25851825 -0.262035078
## HAYWOOD 0.37984061 -0.50753307 -0.75901690 -0.22404915 -0.276478782
## HENDERSON -0.32884451 0.04016449 0.10154648 -0.18958005 -0.044397375
## HERTFORD 0.86934477 -0.38582250 1.10553709 -0.15511095 NA
## HOKE -1.00830550 -0.26411193 -0.04188075 -0.12064185 NA
## HYDE 0.21910791 -0.69009893 1.67924601 -0.08617275 NA
## IREDELL -0.56994357 0.10101977 -0.47216244 -0.05170365 -0.196049865
## JACKSON 0.32869839 -0.56838836 -0.61558967 -0.01723455 NA
## JOHNSTON -0.63569786 -0.08154608 -0.90244413 0.01723455 -0.244808809
## JONES 0.61363364 -0.75095421 -1.47615306 0.05170365 NA
## LEE 0.40175871 -0.02069080 0.10154648 0.08617275 -0.257806313
## LENOIR 1.30040067 0.28358563 0.96210986 0.12064185 -0.262007618
## LINCOLN -1.71699063 -0.38582250 -0.18530798 0.15511095 -0.225728108
## MACON -0.06582735 -0.44667779 0.24497371 0.18958005 -0.299489855
## MADISON 0.22641394 -0.56838836 0.24497371 0.22404915 -0.311608654
## MARTIN 1.30040067 -0.44667779 0.38840094 0.25851825 -0.284588492
## MCDOWELL 0.21180187 -0.32496722 0.24497371 0.29298734 -0.178475776
## MECKLENBURG -2.11151637 3.63062627 -0.47216244 0.32745644 8.221215738
## MITCHELL -2.33069733 -0.75095421 -1.47615306 0.36192554 NA
## MONTGOMERY 1.90680134 -0.14240137 1.53581878 0.39639464 -0.310235679
## MOORE 1.05930161 0.04016449 -0.47216244 0.43086374 -0.259087757
## NASH 1.05199558 0.77042790 0.67525540 0.46533284 0.036422383
## NEW HANOVER 0.46751300 1.31812546 0.10154648 0.49980194 1.145676923
## NORTHAMPTON 0.51865523 -0.56838836 0.24497371 0.53427104 -0.306986303
## ONSLOW -0.13888767 1.80496774 -0.18530798 0.56874014 NA
## ORANGE -0.85487883 -0.38582250 -0.75901690 0.60320924 -0.187931002
## PAMLICO 2.71777092 -0.69009893 -0.61558967 0.63767834 NA
## PASQUOTANK 1.18350416 -0.14240137 0.38840094 0.67214744 NA
## PENDER 0.46020697 -0.50753307 -0.75901690 0.70661654 0.059277852
## PERQUIMANS 0.73053016 -0.56838836 0.96210986 0.74108564 NA
## PERSON -1.60009411 -0.32496722 1.53581878 0.77555474 -0.289970557
## PITT 0.02184504 -0.02069080 -0.75901690 0.81002384 -0.237989697
## POLK -1.43205537 -0.69009893 -0.32873521 0.84449293 -0.266822187
## RANDOLPH 0.66477587 0.70957262 0.10154648 0.87896203 -0.216214302
## RICHMOND 1.23464638 0.34444091 1.39239155 0.91343113 -0.304331883
## ROBESON 0.73053016 0.46615148 -0.32873521 0.94790023 0.240409962
## ROCKINGHAM -0.18272387 0.28358563 0.81868263 0.98236933 NA
## ROWAN 0.13143552 0.70957262 0.24497371 1.01683843 0.358467567
## RUTHERFORD -2.19188272 -0.62924364 -0.75901690 1.05130753 -0.161359345
## SAMPSON 1.38807306 0.10101977 -0.04188075 1.08577663 -0.279700699
## SCOTLAND 0.91318096 -0.14240137 0.67525540 1.12024573 0.769573108
## STANLY 1.15428003 0.22273034 0.67525540 1.15471483 -0.296158101
## STOKES -0.17541783 -0.32496722 0.67525540 1.18918393 -0.307773476
## SURRY -0.62839183 0.46615148 2.10952771 1.22365303 -0.160892534
## SWAIN 0.39445268 -0.56838836 0.67525540 1.25812213 -0.294721053
## TRANSYLVANIA 0.48943110 -0.56838836 -0.32873521 1.29259123 0.870596662
## TYRRELL -0.68684009 -0.62924364 6.12549016 1.32706033 NA
## UNION -2.05306811 -0.14240137 -0.61558967 1.36152943 -0.076147896
## VANCE -0.67953406 -0.50753307 -0.47216244 1.39599852 -0.277842605
## WAKE -0.84026676 5.21286367 -0.32873521 1.43046762 0.918577586
## WARREN 0.45290094 -0.50753307 0.96210986 1.46493672 NA
## WASHINGTON -0.07313338 -0.69009893 -0.61558967 1.49940582 -0.291517443
## WATAUGA 1.10313780 -0.38582250 -0.04188075 1.53387492 -0.277897524
## WAYNE 0.13874155 -0.02069080 -0.61558967 1.56834402 -0.227024197
## WILKES 0.56979745 -0.32496722 -0.47216244 1.60281312 -0.287535814
## WILSON 1.13236193 0.52700676 0.53182817 1.63728222 -0.269202011
## YADKIN -0.43843499 -0.50753307 -0.18530798 1.67175132 NA
## YANCEY -1.00830550 -0.62924364 0.24497371 1.70622042 -0.240561738
## objectid id acstotpop acsipovbas acseducbas
## ALAMANCE -1.587674886 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER -1.550973320 -1.679863730 0.24405742 0.211718117 0.45702447
## ALLEGHANY -1.541597008 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON -1.533560169 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE -1.522576489 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY -1.512396493 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT -1.498733866 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BERTIE -1.483999661 -1.457295889 -1.40672860 -1.484137746 -1.39413054
## BLADEN -1.470337035 -1.423012412 -1.09257575 -1.017523130 -1.14409301
## BRUNSWICK -1.437921784 -1.404394211 -0.15683255 -0.059981613 0.39776518
## BUNCOMBE -1.372555492 -1.370440686 0.55350341 0.569888246 0.91133259
## BURKE -1.315761829 -1.335665393 0.24444822 0.242772331 0.43113102
## CABARRUS -1.275041845 -1.300852369 1.98847498 2.086895550 1.90171683
## CALDWELL -1.233250281 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CAMDEN -1.215033446 -1.216295482 0.81303764 0.956033415 0.91761991
## CARTERET -1.194137664 -1.181477196 -1.47978165 -1.418422756 -1.41878867
## CASWELL -1.170027147 -1.147728456 -0.58351694 -0.606700095 -0.43957473
## CATAWBA -1.139755053 -1.129112939 0.54575400 0.599701222 0.57678978
## CHATHAM -1.104928750 -1.094496593 1.55258833 1.634761649 2.10943696
## CHEROKEE -1.089926651 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN -1.080550338 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLAY -1.074924551 -0.975119280 0.23846911 0.363186632 0.80083319
## CLEVELAND -1.052421401 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## COLUMBUS -1.019202467 -0.906545652 -0.77638263 -0.845981505 -0.86277216
## CRAVEN -0.989466162 -0.871576525 0.43133100 0.323919951 0.17189396
## CUMBERLAND -0.920081451 -0.853458045 0.70172574 0.605640258 0.15449471
## CURRITUCK -0.863823577 -0.816308810 0.75035111 0.856364175 0.95925295
## DARE -0.851232529 -0.768027672 -1.01275031 -0.909098724 -0.88657829
## DAVIDSON -0.813727280 -0.749258894 0.17983541 0.248139727 0.23352823
## DAVIE -0.778097293 -0.714473258 0.63308927 0.736209011 0.85295311
## DUPLIN -0.762291510 -0.679845863 0.80119539 0.884907376 0.74895777
## DURHAM -0.712195213 -0.646814433 1.57878903 1.468819393 1.67929722
## EDGECOMBE -0.658616285 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH -0.580926841 -0.577995121 0.19282213 0.202303876 0.02124225
## FRANKLIN -0.507791605 -0.542548503 2.04795261 2.044113938 2.27651603
## GASTON -0.453408994 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GATES -0.404384275 -0.457969308 -0.89753456 -0.795325694 -0.87850291
## GRAHAM -0.399562172 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE -0.388846386 -0.389057471 1.10154925 0.990568906 1.31590536
## GREENE -0.376791128 -0.354953000 0.44695998 0.045981888 0.62834818
## GUILFORD -0.295083263 -0.336571510 0.96489613 0.935972082 0.84201485
## HALIFAX -0.203195403 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT -0.173191204 -0.266740218 1.97093175 1.953445006 1.69828195
## HAYWOOD -0.143990688 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## HENDERSON -0.111843332 -0.183002938 0.33618615 0.416528055 0.72427617
## HERTFORD -0.087464920 -0.148229980 -0.56145326 -0.779604011 -0.65799639
## HOKE -0.075677556 -0.113425667 1.94898003 1.905385397 1.65537018
## HYDE -0.067372822 -0.079439896 -1.65055289 -1.846732668 -1.79650352
## IREDELL -0.035761255 -0.060187717 0.22585625 0.316367651 0.17116760
## JACKSON 0.001208205 -0.010431040 0.47395741 0.179298882 0.09367096
## JOHNSTON 0.030676615 0.008371874 2.37685845 2.468148322 2.33210651
## JONES 0.055055027 0.057974393 -0.22865072 -0.114245508 0.09874559
## LEE 0.066842391 0.077099762 0.47328248 0.535089609 0.33317512
## LENOIR 0.089345540 0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN 0.115331320 0.146700454 0.48445491 0.574076436 0.66928918
## MACON 0.137030786 0.196655951 -0.02354282 0.007790672 0.15908142
## MADISON 0.152836569 0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN 0.164623933 0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL 0.174536035 0.300013523 -1.06860292 -0.973482525 -1.09646682
## MECKLENBURG 0.328843346 0.317915592 1.27660075 1.343287862 1.20165323
## MITCHELL 0.481275394 0.368574588 -1.13740352 -1.106290345 -1.06547561
## MONTGOMERY 0.490919601 0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE 0.512083277 0.437487977 0.62742044 0.707469983 0.93235393
## NASH 0.544766423 0.455751552 -0.04965775 -0.007162906 -0.11206474
## NEW HANOVER 0.594326931 0.490496753 1.18572030 1.162888988 1.21618944
## NORTHAMPTON 0.632367969 0.540325920 -1.59582515 -1.600315460 -1.60283954
## ONSLOW 0.663979536 0.559125508 1.62830380 1.148581868 0.27139055
## ORANGE 0.709789519 0.593574368 1.29466131 1.003413274 0.80312107
## PAMLICO 0.733364247 0.644254961 -1.41271303 -1.461910663 -1.21145682
## PASQUOTANK 0.743812138 0.678832956 0.16157464 0.020387756 0.06330203
## PENDER 0.759350027 0.712632828 1.11489329 1.144083936 1.34880504
## PERQUIMANS 0.771137391 0.747046131 -0.99907115 -0.917077931 -0.83862452
## PERSON 0.781317387 0.781503476 0.14200151 0.211149358 0.26760210
## PITT 0.814000533 0.800119388 1.12439863 1.059485848 0.45627675
## POLK 0.842933153 0.850407796 0.70677276 0.772419211 1.43005726
## RANDOLPH 0.869186828 0.869542064 0.58238140 0.661677521 0.61626910
## RICHMOND 0.903209447 0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON 0.937767855 0.954472307 0.15561782 0.169539503 -0.21387511
## ROCKINGHAM 0.979827313 0.973074015 -0.41070404 -0.343635823 -0.33175281
## ROWAN 1.023494139 1.007705238 0.06428816 0.066200648 0.00796831
## RUTHERFORD 1.062606756 1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON 1.088592535 1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND 1.107880949 1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY 1.127437258 1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES 1.148065145 1.180305204 0.05155648 0.132961576 0.31514744
## SURRY 1.172175662 1.229578136 -0.70533078 -0.630655646 -0.76158487
## SWAIN 1.191196181 1.264483550 -0.80530834 -0.728041563 -0.94111199
## TRANSYLVANIA 1.201108283 1.298996943 -0.35874234 -0.352403870 -0.01665108
## TYRRELL 1.209145122 1.333446237 -1.87000451 -2.167626217 -1.70972814
## UNION 1.238077743 1.351714989 2.15766659 2.233343170 1.82002536
## VANCE 1.274511413 1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE 1.405243996 1.421253533 2.44784241 2.463992051 2.43641174
## WARREN 1.531154475 1.471090499 -0.37332695 -0.431942093 -0.27251085
## WASHINGTON 1.539191314 1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA 1.551514468 1.539486693 0.82632468 0.421083627 -0.08898791
## WAYNE 1.579911299 1.558096930 0.55622758 0.563922201 0.36681955
## WILKES 1.614201813 1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON 1.643134433 1.627004518 0.04579453 0.096185685 -0.06459216
## YADKIN 1.665369688 1.662310074 -0.34511731 -0.252616327 -0.32014844
## YANCEY 1.676353368 1.712438555 -0.30469348 -0.210186943 -0.04271315
## acstothh acstothu minorpop minorpct lowincome
## ALAMANCE -0.045717388 -0.69541681 0.120161568 0.27124268 -0.034519893
## ALEXANDER -0.004650632 -0.23633285 -0.955061509 -1.02232047 0.246816101
## ALLEGHANY -1.191069112 0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON -0.604288283 -0.74433419 0.960542362 1.35042427 0.236003797
## ASHE -0.301975983 0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY -1.358230537 1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT -0.170459829 0.16381607 -0.029632812 0.37585340 0.154602322
## BERTIE -1.467214596 -1.56569119 0.629732895 1.57186151 -0.813108302
## BLADEN -1.029327891 -0.97742940 0.086926722 0.78239681 0.018435108
## BRUNSWICK 0.255482889 1.73099083 -0.761226421 -0.94859987 -1.014910502
## BUNCOMBE 1.041081256 0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE 0.215584722 -0.06122462 -0.666965925 -0.87147401 0.651532813
## CABARRUS 1.664577534 0.78886383 0.863996433 0.11021583 0.368679492
## CALDWELL -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CAMDEN 0.566872628 -0.08775103 -0.460373029 -0.87984360 -0.479144885
## CARTERET -1.352534097 -0.16740015 -1.215093897 -1.07701110 -2.306686692
## CASWELL -0.559730560 -0.82380547 0.075415097 0.40298716 -0.736441505
## CATAWBA 0.599126287 0.04027293 -0.254691480 -0.44791069 0.257321089
## CHATHAM 2.052893509 1.28097260 0.351139560 -0.27565072 0.213928385
## CHEROKEE -0.049651671 1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN -1.225115048 -1.36097846 -0.221452013 0.06192854 -1.048398396
## CLAY 1.275613821 2.27201457 -1.334597054 -1.46938481 1.024962050
## CLEVELAND -0.789107423 -1.05192106 -0.463994337 -0.16214476 0.072704390
## COLUMBUS -0.826242496 -1.10371025 0.062613672 0.43884865 -0.083382405
## CRAVEN 0.560750423 0.10909092 0.283301687 0.29283441 -0.157019725
## CUMBERLAND 0.555944136 0.21271888 1.733875010 1.36106494 1.048268047
## CURRITUCK 0.881457071 2.22328999 -0.893501603 -1.20154049 -0.683937803
## DARE -0.759135331 2.51148948 -1.184754297 -1.28111550 -1.969073889
## DAVIDSON 0.286787863 -0.20315376 -0.617274827 -0.56446695 0.173749241
## DAVIE 0.572172079 0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN 0.577733518 0.30424192 1.319550156 0.87367883 3.058865136
## DURHAM 1.983265372 1.07600642 2.462425895 1.30443852 0.692875562
## EDGECOMBE -0.994474282 -1.29671687 0.904280904 1.85644844 0.131149282
## FORSYTH 0.265046123 -0.31236334 0.672261133 0.65339469 0.007756527
## FRANKLIN 2.136694101 1.50453631 1.142572890 0.54832511 1.737118944
## GASTON -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GATES -1.053688272 -1.27686899 -0.151080775 0.31948314 -1.783382397
## GRAHAM -1.364044429 0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE 0.717857657 0.24235838 1.073698639 0.73281041 0.272361810
## GREENE -0.117675957 -0.53940054 1.388720654 1.06644200 1.218114490
## GUILFORD 1.031568930 0.41169559 1.472948939 1.03571088 0.702910222
## HALIFAX -1.338343086 -1.45332033 0.551201604 1.68205646 -0.333797707
## HARNETT 1.410681302 0.85183798 1.243964525 0.38787373 2.332012510
## HAYWOOD -0.199856481 0.14019028 -1.361679318 -1.38570852 -1.168790021
## HENDERSON 0.831023021 0.51111383 -0.733839926 -0.81591399 -0.587973760
## HERTFORD -0.878904301 -1.09628423 1.348398997 2.00393311 -0.009999555
## HOKE 1.154998956 0.77206560 2.870644840 1.57115533 2.911189052
## HYDE -2.346416100 -1.22195454 -0.360062028 -0.27748953 -1.792212133
## IREDELL 0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JACKSON 0.573160847 2.25203943 -0.572855466 -0.82500545 0.425410117
## JOHNSTON 1.920930731 1.11157857 0.905767276 0.12301414 2.024817797
## JONES 0.158138360 -0.06259432 0.187468855 0.18170375 1.344785681
## LEE 0.130025975 -0.39015937 0.759706324 0.66685225 0.862443873
## LENOIR -0.679601955 -0.91144313 0.522778958 1.34744260 0.156420387
## LINCOLN 0.576231233 -0.08863151 -0.810768910 -0.91745542 0.092908099
## MACON 0.059933019 -0.21055549 -1.030015476 -1.03682221 0.433000878
## MADISON -0.098276955 1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL -1.025781587 -1.14367083 0.202651983 1.12970376 -0.773130348
## MECKLENBURG 1.309161485 0.47216469 1.903671316 1.06696629 -0.006750140
## MITCHELL -0.997391670 -0.61074579 -1.390126358 -1.36099005 -1.594051690
## MONTGOMERY -0.837815076 0.14363955 -0.047350080 0.19422231 -0.231860480
## MOORE 0.941187168 0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH -0.062382993 -0.40080439 0.888378198 1.12921981 -0.404628922
## NEW HANOVER 1.758967261 1.34211003 -0.148811835 -0.46656097 0.631692916
## NORTHAMPTON -1.523181721 -1.29873366 0.333538609 1.50051012 -1.141504582
## ONSLOW 0.803744707 0.69809618 0.746568343 0.10344830 1.385246829
## ORANGE 1.083174479 0.34340850 0.410254812 -0.07709619 -0.392955265
## PAMLICO -1.358189880 -0.85755145 -0.777611164 -0.37595437 -1.612221353
## PASQUOTANK -0.032459741 -0.41214018 0.774315771 0.83736671 -0.139539640
## PENDER 0.912358791 1.22682154 -0.016511775 -0.42951689 0.132973028
## PERQUIMANS -0.668491460 -0.85238261 -0.561579664 -0.41344730 -1.112892093
## PERSON 0.281083893 -0.05923330 0.138553463 0.19606277 0.027414680
## PITT 1.253352401 0.70258550 1.316751300 0.74856524 1.893935774
## POLK 1.535854728 1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH 0.670940896 0.03718190 -0.453221843 -0.60241898 0.867803909
## RICHMOND -1.014437407 -1.36123277 0.002749816 0.56514931 -0.271600925
## ROBESON -0.422193828 -0.79437698 2.365243493 2.30299700 2.173821910
## ROCKINGHAM -0.280377745 -0.55569750 -0.379973658 -0.28312990 -0.216543820
## ROWAN -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON -0.416532624 -0.72108224 0.784717373 1.02030101 0.979850371
## SCOTLAND -0.732620457 -1.04830336 0.955989119 1.43281943 0.620457947
## STANLY -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES 0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## SWAIN -1.003935445 0.19898581 -0.074653345 -0.14898186 0.049927221
## TRANSYLVANIA -0.062409013 0.45258862 -1.217028466 -1.30195856 -0.450718831
## TYRRELL -2.081161655 -1.88718401 -0.305488066 0.37174577 -1.723568054
## UNION 1.331549171 0.38893456 0.478454236 -0.21901075 -0.303753082
## VANCE -0.520693662 -0.74853595 1.213919632 1.91320111 0.916134717
## WAKE 2.418050106 1.45224702 1.587815158 0.30972769 -0.227758754
## WARREN -0.453553613 0.55083219 1.268678148 1.43921375 0.235494100
## WASHINGTON -1.979682802 -1.99330561 -0.069996049 1.00415660 -1.443295131
## WATAUGA 0.712998538 2.53023389 -1.175050392 -1.32329911 1.127894699
## WAYNE 0.589761747 0.02569249 1.057404073 0.93261749 1.438958685
## WILKES -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON 0.100172410 -0.43552148 1.115019933 1.41217198 0.669471759
## YADKIN -0.174084074 -0.66610710 -0.933097153 -0.93372437 0.020630400
## YANCEY -0.024653676 1.00857737 -1.322432180 -1.35650881 0.480623357
## lowincpct lesshs lesshspct under5 under5pct
## ALAMANCE 0.17789063 -0.35102045 0.07527144 0.116257896 0.448117199
## ALEXANDER -0.22295738 1.25685725 0.84509107 -0.104741920 -0.038136266
## ALLEGHANY 1.14403565 0.53354946 1.71177900 -1.269052817 -0.979503099
## ANSON 0.92267341 0.78071878 0.76480775 -0.526234620 -0.242456264
## ASHE -0.22382165 -0.19340220 0.08240277 -0.837698896 -0.724417483
## AVERY 0.73046100 -0.18260724 0.01184513 -1.265913684 -1.244566709
## BEAUFORT 0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BERTIE 0.89310377 0.04436018 0.52589995 -1.200508907 -0.900531196
## BLADEN 1.68647779 0.04494203 0.75687022 -0.690165562 0.699819483
## BRUNSWICK -1.44850753 -1.13259703 -1.43880483 -0.656326719 -1.269506234
## BUNCOMBE -0.66856823 -1.05481259 -1.46712504 0.143610170 0.055155763
## BURKE 0.06043337 1.40543911 0.93183944 -0.177118163 -0.365394293
## CABARRUS -1.04866566 -0.27404023 -0.74331642 1.900474441 1.299267405
## CALDWELL 0.44375661 0.94369618 1.08651309 -0.403438149 0.026243700
## CAMDEN -2.18289532 0.49929710 -0.64077720 0.092961960 -1.434667537
## CARTERET -1.75524251 -2.13980465 -1.72135220 -1.234091484 -1.316793936
## CASWELL -0.09490631 0.89745041 1.07524756 -0.661743264 -0.873946148
## CATAWBA -0.55301076 0.37921822 -0.06903556 0.465848299 0.489787935
## CHATHAM -1.31178262 0.46333733 -0.60747462 0.634306911 -0.081663978
## CHEROKEE 0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLAY 0.35054271 -0.38595460 -0.76807892 -0.710234235 -0.896173444
## CLEVELAND 0.75571322 -0.35097347 0.26921687 -0.297451324 0.425316728
## COLUMBUS 0.96303732 0.03860365 0.33341295 -0.622713410 -0.324780879
## CRAVEN -0.34428023 -0.68727157 -0.51981057 0.822164287 1.204276589
## CUMBERLAND 0.37755172 -1.33389364 -1.28075675 1.664926555 1.950416390
## CURRITUCK -1.87108086 -0.50276659 -1.49590185 0.461286998 -0.817585854
## DARE -2.57415258 -2.32977922 -2.41403048 -0.868813252 -1.581450736
## DAVIDSON 0.12314493 0.57189105 0.52965188 0.132683288 0.136879180
## DAVIE -1.47940801 0.15041860 -0.44046982 0.003263981 -0.789306024
## DUPLIN 1.50971699 3.62031289 2.10941149 0.984780109 0.961669763
## DURHAM -0.78839373 0.14389851 -0.53874396 1.789083889 1.115073593
## EDGECOMBE 1.58175778 0.12866146 1.04599020 -0.399367376 0.742069381
## FORSYTH -0.25413396 -0.91259827 -0.76973507 0.469177767 0.881269094
## FRANKLIN -0.15958956 2.02564052 0.34802008 1.365849958 0.419133161
## GASTON 0.05429053 -0.51013437 0.23303288 -0.145240767 0.680618471
## GATES -1.33303760 -0.92363335 -0.43183671 -1.025012859 -1.321495718
## GRAHAM 1.44097711 -0.21717844 1.10055639 -1.121698182 -0.638509476
## GRANVILLE -0.63815453 1.22429018 0.46997724 0.372252545 -0.536723848
## GREENE 0.52601582 3.48205530 2.24450704 0.097961848 -0.087259326
## GUILFORD 0.10234208 -0.55317177 -0.72791480 0.900101315 0.974557665
## HALIFAX 1.69819267 0.19089726 1.68050759 -0.837409242 -0.169461133
## HARNETT 0.04891611 0.83099661 -0.24943270 2.652412510 1.611051823
## HAYWOOD -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## HENDERSON -1.01046033 -0.82275893 -1.08676622 -0.076305060 -0.277762876
## HERTFORD 1.22452461 0.72375937 1.22291305 -0.673336570 -0.316393184
## HOKE 0.64837420 0.91038371 -0.03393701 3.478085717 2.226386624
## HYDE -1.29235534 -0.83545174 -0.73908657 -1.055345509 -1.754178885
## IREDELL -1.12980496 -0.88262031 -0.77649631 0.217445764 0.470213574
## JACKSON 0.15585923 -0.77193632 -1.00159946 -0.134532916 -0.291496015
## JOHNSTON 0.11770742 1.29665349 0.24690962 2.193420604 1.255240117
## JONES 1.59094551 0.91615559 0.62996915 -0.561666152 -0.534614542
## LEE 0.29836039 0.65356074 0.58886093 0.836931690 1.356506129
## LENOIR 1.49735920 0.31389399 1.31219773 -0.305326941 0.805682585
## LINCOLN -0.34259020 0.34233384 -0.10813642 0.102061755 0.319086630
## MACON 0.35010450 0.42120078 0.23616948 -0.504605226 -1.049134527
## MADISON -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL 0.53863908 -0.50849267 0.21299746 -0.663806709 0.062793941
## MECKLENBURG -1.38251028 -0.64918706 -1.23688827 1.611351185 1.368651782
## MITCHELL -0.71661499 -0.72093018 0.35761412 -1.018977281 -1.168451385
## MONTGOMERY 0.68331823 0.62209545 1.08344804 -0.336914721 -0.179469680
## MOORE -1.11429612 -0.87869870 -1.01866005 0.485803990 0.498347718
## NASH -0.19330615 -0.18494282 0.08205787 0.070962456 0.223333288
## NEW HANOVER -0.57984138 -1.51926000 -1.88677673 0.492161303 -0.270424172
## NORTHAMPTON 0.84269264 -0.30162508 0.80501010 -1.204054281 -0.400439297
## ONSLOW -0.07241957 -1.41138785 -1.42682007 3.366586145 3.192561254
## ORANGE -1.34431681 -1.60006642 -1.89397039 0.284924303 -0.740266279
## PAMLICO -0.32009615 -1.47214759 -1.00043705 -1.414504087 -1.538271761
## PASQUOTANK 0.02452508 -0.32424509 -0.36618049 0.535451994 1.827166779
## PENDER -1.29821643 0.22247700 -0.82786872 0.829273501 -0.303631044
## PERQUIMANS -1.06009386 -0.94968700 -0.86694784 -0.914515348 -0.956076208
## PERSON -0.19955874 -0.15034850 -0.16784183 0.001714016 -0.021675569
## PITT 0.74443608 -0.84071257 -1.02113372 0.962655914 0.408324930
## POLK -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH 0.08316632 1.44999920 0.80156044 0.488243755 0.583013476
## RICHMOND 1.36476780 -0.13733107 0.87239766 -0.369161777 1.170084506
## ROBESON 2.06725865 1.69202618 1.70586736 0.765475222 1.791450202
## ROCKINGHAM 0.07826933 0.29400475 0.38494488 -0.355904741 -0.118185498
## ROWAN -0.21983786 -0.06526985 -0.14880274 0.150700022 0.323153903
## RUTHERFORD 0.31977974 0.13593339 0.39830282 -0.451400779 -0.372412663
## SAMPSON 1.14091382 1.39554287 1.33827195 0.382566549 1.106382564
## SCOTLAND 1.97572383 0.57233641 0.94709434 0.078517841 1.126506850
## STANLY -0.19222530 -0.35271845 -0.13092456 -0.142304480 0.366634347
## STOKES -0.76413705 0.61204543 0.36557340 -0.421784510 -0.655457606
## SURRY 0.23632611 0.80446795 1.26868034 -0.528379977 -0.008411926
## SWAIN 0.22042007 0.61353236 1.04478706 -0.139949460 -0.075062841
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## TYRRELL 0.05549840 0.21390936 0.99387380 -1.811495145 -2.441358847
## UNION -1.87187192 -0.25083027 -0.92965167 1.622951772 0.590676094
## VANCE 1.80639633 0.69387965 1.36706902 0.150081886 1.896193325
## WAKE -2.08090712 -1.00907524 -1.80171308 2.169986608 0.737457622
## WARREN 0.45581098 0.83278390 0.69799695 -0.715186504 -0.567839183
## WASHINGTON 0.49168724 -0.97894726 0.50369972 -1.194009053 -0.324812114
## WATAUGA 0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE 0.83400627 0.50763427 0.31583805 1.041073939 1.200766903
## WILKES 0.39784540 1.09720771 1.34257468 -0.484053345 -0.402847872
## WILSON 1.21213664 1.08012965 1.58412219 0.279094132 0.353859319
## YADKIN 0.32531929 0.66191772 0.60128558 -0.273815493 0.275917808
## YANCEY 0.65628652 0.16322035 -0.03474699 -0.507024526 -0.512381654
## over64 over64pct pre1960 pre1960pct vuleopct
## ALAMANCE -0.57693568 -0.387079416 0.753607834 1.08600530 0.27465005
## ALEXANDER 0.44401856 0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY -0.21923340 1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON -0.64589754 -0.193745631 1.172398991 1.22529375 1.37950639
## ASHE 0.39117349 1.152808829 0.404499940 -0.34555988 -1.14502447
## AVERY -0.60231378 1.073685441 0.212553796 -0.02860155 -0.75338794
## BEAUFORT 0.66307527 0.900639849 0.470206474 0.23857495 0.58190062
## BERTIE -1.01024062 0.371635232 -0.350089471 0.57397484 1.54650367
## BLADEN -0.82167315 0.309612574 -1.264704749 -0.66379603 1.17633741
## BRUNSWICK 2.36548995 2.795829674 -2.971947725 -2.61762693 -1.23104267
## BUNCOMBE 0.74114293 -0.134335044 1.821167608 0.92443596 -0.89722986
## BURKE 0.46209394 0.235940277 1.021957641 0.42956387 -0.67553596
## CABARRUS 0.09402601 -1.175483751 0.725972035 0.67819760 -0.25535629
## CALDWELL -0.30531672 0.002335771 0.494447836 0.84729717 -0.66403793
## CAMDEN 0.47053381 -1.003562656 -0.248008198 -0.83624112 -1.41659536
## CARTERET -0.69591033 1.248723670 -1.197045034 -0.91476699 -1.43391116
## CASWELL -0.21478328 0.232579300 0.560135215 0.29391958 0.29046103
## CATAWBA 0.21701801 -0.462759289 0.225460865 0.05162252 -0.53840772
## CHATHAM 3.22625443 0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE 1.69819934 2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN -0.50382859 0.217087413 0.294298566 0.01731916 -0.15021632
## CLAY 3.01832829 2.042282705 0.084667380 -1.23951374 -1.05761781
## CLEVELAND -0.68458786 -0.110456660 -0.304766048 0.18998423 0.11802233
## COLUMBUS -0.62895922 0.252595481 -0.311130261 0.27575141 0.66540473
## CRAVEN 0.35198007 -0.192899385 -0.572495057 -0.06176704 0.12093823
## CUMBERLAND -1.25447374 -1.604980885 -1.613836001 -1.20780238 1.20954385
## CURRITUCK -0.02876865 -0.838671310 -1.713299806 -2.05544901 -1.57119006
## DARE -0.71398375 -0.795270143 -1.221967220 -2.21123659 -1.86483955
## DAVIDSON -0.01550347 -0.316848901 -0.004619977 0.02592679 -0.41005602
## DAVIE 1.05011626 0.181737719 0.239429881 -0.11819108 -1.22071447
## DUPLIN 0.53340253 -0.313817701 0.714633220 -0.10719335 1.19130339
## DURHAM -0.42370581 -1.329934026 0.540953276 0.20165572 0.78267677
## EDGECOMBE -0.97717251 0.068713502 0.499954322 1.35318432 1.99900541
## FORSYTH -0.57960082 -0.803741864 0.420981216 0.57130420 0.43812756
## FRANKLIN 1.29019480 -0.391199843 -0.097012981 -0.96220529 0.38524639
## GASTON -1.19173269 -0.653603615 -0.223852405 0.88155457 -0.09485129
## GATES -0.76466866 0.225716219 -0.129976726 0.76767672 -0.18148170
## GRAHAM -0.31676499 0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE 0.47818243 -0.338332927 -0.059596473 0.32911082 0.37577675
## GREENE -0.36540242 -1.040506686 -0.267639212 -0.41814127 1.02307576
## GUILFORD -0.14325639 -1.056752450 0.597898585 0.80556894 0.85986156
## HALIFAX -1.14325676 0.414723461 0.516975853 2.00025920 1.89798036
## HARNETT -0.25249980 -1.251020465 -0.207740482 -0.55643916 0.32548460
## HAYWOOD 0.56979600 0.942622392 1.420116773 1.26071737 -1.34717316
## HENDERSON 2.08411108 1.349818694 -0.470867922 -0.90251796 -0.98177690
## HERTFORD -0.48358560 0.009031768 -0.041495096 0.75991704 1.99973369
## HOKE -1.23035794 -1.872549119 -1.945109363 -1.54712949 1.46582495
## HYDE -1.96342967 -1.671143461 -1.704793033 -1.94849975 -0.64446811
## IREDELL -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JACKSON 0.62993906 0.148004876 -0.133902928 -1.17657978 -0.60722142
## JOHNSTON 0.34582474 -1.087655444 -0.339152192 -0.46850146 0.13668180
## JONES 0.40992753 0.244665587 0.900406125 0.29302811 0.66579110
## LEE -0.18700016 -0.806714237 -0.391991074 -0.18562105 0.62973080
## LENOIR -0.57202304 -0.038263300 1.218731372 1.79316932 1.56525797
## LINCOLN 0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON 0.25367463 0.261857474 0.634912491 0.27748802 -0.71263423
## MADISON 1.24967407 1.994479733 0.650899442 -0.51982608 -1.03728055
## MARTIN 0.19926246 0.551970094 0.898412350 0.57070756 -1.20207572
## MCDOWELL -0.46730942 0.933803966 1.154090241 1.55193419 1.07768255
## MECKLENBURG -1.07644237 -1.834937301 -1.288880819 -1.02443684 0.39871428
## MITCHELL -0.16932858 1.323880667 1.340175895 1.27825539 -1.32048068
## MONTGOMERY -0.47659815 0.259318622 0.955506812 0.76045248 0.37865613
## MOORE 2.12199341 0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH -0.28532325 -0.186612820 -0.024214637 0.22563818 0.83768504
## NEW HANOVER 0.71352223 -0.677254452 0.211889205 -0.06704281 -0.56207148
## NORTHAMPTON -0.74063806 1.486546863 0.478450862 1.56822379 1.47307210
## ONSLOW -1.52065908 -2.045873699 -1.862301247 -1.43317870 0.05883044
## ORANGE -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PAMLICO 0.12159946 1.465275623 -0.940001443 -0.65706784 -0.40474872
## PASQUOTANK -0.37983676 -0.490568634 1.121255033 1.83480376 0.67613510
## PENDER 0.89630744 -0.298769763 -1.208010795 -1.42030437 -0.76768429
## PERQUIMANS 0.49636917 -0.008720309 -0.933866751 -0.95605821 -0.67691052
## PERSON 0.15988183 0.223724608 0.802251055 0.58149124 0.09110380
## PITT -0.64667583 -1.344737342 -1.150855916 -0.57599773 0.84095526
## POLK 3.80465584 2.525389330 3.122800509 0.39553413 -1.18455600
## RANDOLPH 0.21837810 -0.461104463 0.036869774 -0.24838321 -0.45342416
## RICHMOND -1.31439485 -0.540748154 -0.091618442 0.94258233 0.89768722
## ROBESON -0.86097648 -1.080721635 -0.535111778 0.02223687 2.51422612
## ROCKINGHAM -0.18806112 0.180602471 2.264263714 1.80725477 -0.20027731
## ROWAN -0.30400643 -0.427537177 1.577780530 1.46966838 -0.19938859
## RUTHERFORD -0.05945730 0.562138868 1.209594596 1.02124196 -0.54439490
## SAMPSON -0.43560768 -0.393000118 -0.170029447 0.11142122 1.18755595
## SCOTLAND -0.77379414 -0.370266611 -0.145218027 0.74179377 1.78997587
## STANLY -0.38788615 -0.130145249 1.889318458 2.31334672 -0.55668190
## STOKES 0.41316087 0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY -0.45151913 0.175847563 0.376482642 0.46659104 -0.65285579
## SWAIN -0.66214305 -0.027803725 -0.590937475 -0.87473299 -0.04671032
## TRANSYLVANIA 1.97170457 2.133278268 0.627338719 0.34765533 -1.07098137
## TYRRELL -1.51688575 -0.333190387 0.064615701 0.46996201 0.31477145
## UNION -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE -0.54557487 -0.459350915 0.246931308 1.00550675 2.11782467
## WAKE -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WARREN 0.77620698 1.241012717 0.592035612 0.07173488 1.29751527
## WASHINGTON -1.35806624 0.651836733 -0.913663166 0.04659220 0.96214246
## WATAUGA -0.05950791 -0.380793917 0.305618062 -0.98611117 -1.01271710
## WAYNE -0.17192377 -0.689346065 -0.082976806 0.09548443 1.01712623
## WILKES -0.06331158 0.335312802 -0.098738411 0.19007442 -0.72151812
## WILSON -0.27886488 -0.415969486 0.655643072 1.12199259 1.52353219
## YADKIN -0.17515611 -0.007772497 0.634949243 0.77242875 -0.63848971
## YANCEY 1.12070643 1.259957975 1.420627998 0.17930754 -0.86746883
## vuleo dispeo dslpm cancer resp
## ALAMANCE 0.080447130 0.193585344 1.427111706 0.898839431 0.76080740
## ALEXANDER -0.633244857 -0.948309043 -0.367197250 0.141179842 -0.08669581
## ALLEGHANY -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON 0.820433059 1.282323494 -0.282855853 1.018398893 1.20624270
## ASHE -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT -0.008097535 0.253075960 -0.581241718 -0.709846077 -0.53673513
## BERTIE 0.280263084 1.448684168 -0.851875482 -0.781490259 -0.75679897
## BLADEN 0.049535447 0.924710282 -0.742776800 -0.043585177 0.22623096
## BRUNSWICK -0.949575262 -1.007803391 NA NA NA
## BUNCOMBE -0.587455876 -1.138896587 0.624226258 -0.577553838 -0.66179003
## BURKE -0.287543316 -0.536480851 0.226686522 0.441363560 0.35567891
## CABARRUS 0.745983187 -0.686137388 2.858073048 1.593379224 1.61434041
## CALDWELL -0.917124884 -0.759311841 0.042430542 0.240274755 0.13257468
## CAMDEN -0.558432212 -1.309925944 -0.592815271 -1.281421639 -1.25628190
## CARTERET -1.710736349 -0.867061449 NA NA NA
## CASWELL -0.142823470 0.292053424 -0.330610576 0.150403735 0.06783330
## CATAWBA -0.129931315 -0.587305885 0.910484497 1.138463725 0.75831649
## CHATHAM 0.302984157 -0.868915202 0.113756296 0.713524020 0.75282291
## CHEROKEE -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN -0.532619818 0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLAY -0.739802314 -1.070916861 -1.313097821 -1.076968663 -1.21288129
## CLEVELAND -0.365333826 0.031094982 0.883766405 1.215698297 0.99017886
## COLUMBUS 0.052428051 0.677636819 -0.655470325 -0.001177405 0.24568986
## CRAVEN 0.144681107 -0.169260832 -0.563335489 -0.296132292 0.30171274
## CUMBERLAND 1.683525973 1.451080823 NA NA NA
## CURRITUCK -0.940853085 -1.716172789 NA NA NA
## DARE -1.586277531 -1.088716466 NA NA NA
## DAVIDSON -0.433895764 -0.659765869 1.342495806 1.075267238 0.93937745
## DAVIE -0.760305970 -1.408021108 0.748110537 0.702268684 0.60993720
## DUPLIN 1.968650760 1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM 2.164870580 1.330026138 2.773027295 1.885425374 1.26274715
## EDGECOMBE 0.702545528 1.598681119 0.100564184 -0.071218017 -0.13271440
## FORSYTH 0.493426071 0.435477498 1.510368773 1.114364796 0.67671568
## FRANKLIN 1.438967158 0.092898431 -0.058244146 0.426158735 0.41406704
## GASTON -0.626000493 -0.256797433 2.167493284 1.923818005 1.56387262
## GATES -0.733103630 -0.162867399 -0.641518223 -0.819740247 -0.78985534
## GRAHAM -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE 0.959687997 0.271354109 0.309798577 0.881822677 0.71763173
## GREENE 1.555641776 1.500472717 -0.554366924 -0.367978381 -0.36349101
## GUILFORD 1.378265556 0.878644323 NA NA NA
## HALIFAX 0.309094442 1.408321832 0.257032844 0.200856319 0.28399264
## HARNETT 1.717125772 0.485537212 0.132442212 0.822427799 1.06043561
## HAYWOOD -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## HENDERSON -0.779476275 -1.195637166 NA NA NA
## HERTFORD 1.146837516 1.812077875 -0.580209202 -0.436767200 -0.44950613
## HOKE 3.159178992 2.222114061 NA NA NA
## HYDE -0.747540567 0.416542749 NA NA NA
## IREDELL -0.599066426 -0.893141353 1.650924675 1.027109915 1.07999187
## JACKSON -0.149269108 -0.553475054 -1.231319579 -1.556831456 -1.53154364
## JOHNSTON 1.319213038 -0.310464151 0.763434086 0.421325946 0.60230185
## JONES 0.531576629 0.814895568 -0.912323133 -0.356819074 0.21331666
## LEE 0.844328015 0.631604494 0.440639595 0.895744900 2.23422824
## LENOIR 0.433747966 1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN -0.622377025 -1.125821222 0.854504858 1.056736274 0.90988302
## MACON -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL -0.134013739 0.686893112 -0.563434025 -0.696894284 -0.63372792
## MECKLENBURG 1.421014329 0.682642787 NA NA NA
## MITCHELL -1.600765124 -1.007224677 -1.088966282 -1.607335269 -1.70525652
## MONTGOMERY -0.040723883 0.462507356 -0.403899476 0.944317563 1.28931364
## MOORE -0.469652669 -1.057019138 -0.239329655 1.074387365 1.06640917
## NASH 0.529275674 0.670335076 0.717760396 0.200362909 0.18284293
## NEW HANOVER 0.120294279 -0.796042048 NA NA NA
## NORTHAMPTON -0.092174709 1.154494446 -0.438298190 -0.138225828 -0.14346623
## ONSLOW 1.128607424 0.055384942 NA NA NA
## ORANGE 0.303513936 -0.663926275 1.764163393 1.192612399 1.01402577
## PAMLICO -1.089267718 -0.179299041 NA NA NA
## PASQUOTANK 0.565260137 0.545874101 0.094871540 -1.108922166 -1.04931060
## PENDER 0.011987751 -0.869046004 NA NA NA
## PERQUIMANS -0.823742807 -0.190477319 -0.717151119 -1.282784367 -1.25319839
## PERSON 0.089452599 -0.005865324 -0.076368245 0.306672776 0.18643023
## PITT 1.650272634 1.076550306 0.481525182 -0.221933497 -0.10271950
## POLK -0.671641552 -1.360697253 -0.099910059 0.006963312 -0.14796936
## RANDOLPH -0.093045586 -0.572351659 0.740760329 0.872487309 0.70155712
## RICHMOND -0.092453685 0.726333975 -0.009447269 1.050826375 1.31373187
## ROBESON 2.518721384 2.879467567 0.227073774 0.469732388 0.75966061
## ROCKINGHAM -0.389421203 -0.138855845 0.139742771 0.352652680 0.18041836
## ROWAN -0.166485497 -0.249416319 1.883033198 1.303015051 1.22170229
## RUTHERFORD -0.791523516 -0.517913696 0.174796782 0.792868333 0.66953062
## SAMPSON 0.891638180 1.180505215 -0.487253764 0.073985138 0.17791298
## SCOTLAND 0.993085849 1.548161653 -0.081688323 1.012707489 1.31171325
## STANLY -0.820209155 -0.665898907 0.616096666 1.761648095 1.30051548
## STOKES -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## SWAIN -0.071931332 0.552296311 NA NA NA
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## TYRRELL -0.749560212 0.588007980 -0.909640134 -1.397843295 -1.39968374
## UNION 0.250374901 -1.411042429 1.671739718 1.335046559 1.40620958
## VANCE 1.204650412 1.703199117 0.362693120 0.593430810 0.44609475
## WAKE 1.130094442 -0.592168284 2.835262498 1.287363271 1.24771389
## WARREN 1.072157215 1.573991899 -0.411699378 0.159624308 0.14180353
## WASHINGTON -0.564807336 0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE 1.267881661 1.070837928 0.081980079 0.304580447 0.25703870
## WILKES -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON 1.063820179 1.231979870 0.711353659 0.276955953 0.17167410
## YADKIN -0.745439655 -0.615258083 0.080164228 0.050728740 0.05450729
## YANCEY -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
## pnpl prmp ptsdf ozone pm25
## ALAMANCE -0.57686169 0.7600787422 0.77831698 0.71453588 0.73622593
## ALEXANDER -0.29627482 -0.8760752175 -0.62613322 0.57487102 0.90384017
## ALLEGHANY -0.13251605 -1.0990870365 -0.74560167 0.15993844 -1.13357236
## ANSON -0.19012161 -1.0606373585 -0.46837459 0.04985865 0.02786616
## ASHE 0.17469551 -1.1860346492 -0.48435673 0.42264494 -1.45230383
## AVERY -0.60709654 -1.1775084938 -0.73946093 0.37447457 -1.49266263
## BEAUFORT 1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BERTIE -0.61121505 -0.5208008046 -0.73590128 -1.12654314 -0.90025443
## BLADEN -0.47420307 -0.5002406864 -0.57503766 -1.45005828 -0.18429849
## BRUNSWICK 0.15779565 -0.6552477624 -0.27299861 -2.33812719 -1.28578969
## BUNCOMBE 1.61396042 -0.2472810412 1.34051840 0.50270937 -0.79187607
## BURKE -0.57653627 1.3836509227 0.07732765 0.34088032 0.54872663
## CABARRUS 2.27373879 0.5098766438 0.17274455 2.06021829 1.48121302
## CALDWELL -0.55459419 2.2309275883 1.32967496 0.40137851 0.36095621
## CAMDEN -0.60569881 -0.6852021078 -0.67905505 -0.55921929 -1.64380685
## CARTERET -0.23073179 -1.0996440305 -0.38558865 NA NA
## CASWELL -0.28555880 -0.9028589751 -0.64720833 0.29626280 0.39104107
## CATAWBA -0.20863630 1.8668387694 1.44852586 1.01196557 1.53146632
## CHATHAM -0.39697945 0.4651986967 -0.60270302 0.38069901 0.82084078
## CHEROKEE -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLAY -0.66328888 -1.0715675762 -0.70122231 -1.69537665 -0.95608849
## CLEVELAND 0.68746495 0.4538352972 0.09111301 0.87392943 1.60404348
## COLUMBUS -0.28614227 -0.9953496348 -0.35073091 -2.14267666 -0.46141304
## CRAVEN 0.70058516 0.5776341230 -0.26326557 -1.87380370 -1.22717162
## CUMBERLAND 1.64590137 0.3987382459 0.58991512 0.28588928 1.05690244
## CURRITUCK -0.60193471 -0.8939629357 -0.74628712 NA NA
## DARE -0.74271582 -0.5782484522 -0.49856305 NA NA
## DAVIDSON -0.45249677 0.7954716368 0.44396511 1.84095619 0.92621970
## DAVIE -0.26660716 -0.4322777326 -0.33631387 1.61337413 0.97236727
## DUPLIN -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM 0.20985805 0.8537537227 2.90049958 0.65494904 1.68797344
## EDGECOMBE -0.61708797 1.3611933615 -0.16425623 -0.45176556 0.01753294
## FORSYTH -0.45223085 0.7080517894 3.29007914 1.77402594 0.77842857
## FRANKLIN -0.42280564 -0.6768527900 -0.41895257 0.18114282 0.82304144
## GASTON 3.97196114 3.5192904026 1.67113736 1.29582615 1.97543469
## GATES -0.52492646 -1.0484747240 -0.70934167 -1.03493605 -1.01589466
## GRAHAM -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE 3.63056452 -0.2639752254 0.38751093 0.44404133 1.00047850
## GREENE -0.57889051 -1.0091219642 -0.67532329 -0.52291643 0.03646312
## GUILFORD -0.63822401 1.7202947905 4.28200276 1.71361935 0.73702497
## HALIFAX -0.66186133 0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT -0.38335226 -0.1412771668 -0.56467623 0.16748599 1.08248324
## HAYWOOD 2.95673121 1.2178619148 -0.46307164 0.54047227 -1.19607514
## HENDERSON 1.45729178 -0.4358421728 0.43365902 0.12067284 -0.47209279
## HERTFORD -0.63290667 -0.9272253891 -0.45674908 -1.04715830 -0.70412874
## HOKE 0.24179917 1.7509544454 -0.62866790 0.21940161 0.63986843
## HYDE -0.71603536 -1.2405711919 -0.79800385 NA NA
## IREDELL 1.57059705 1.5845088685 0.34149208 1.55920971 1.48673219
## JACKSON 0.03909674 -0.7018822138 -0.57914680 -0.86711576 -1.21187809
## JOHNSTON -0.48227339 0.5273213592 -0.46638472 -0.11218785 1.01952765
## JONES -0.40687624 -0.9654965186 -0.71515971 -1.75087416 -0.88608097
## LEE -0.49436192 0.1556513895 0.63014088 0.19857789 0.79615430
## LENOIR -0.58365445 0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN -0.26022908 1.0464324370 0.22904150 1.28673075 1.76404040
## MACON -0.44362471 -0.3000954873 -0.22602015 0.24817656 -0.49184880
## MADISON -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN -0.36144890 -0.8119637487 -0.41048697 0.88516151 -1.06301655
## MCDOWELL -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MECKLENBURG 0.13633476 1.6391632205 3.44154499 1.78327971 1.95097228
## MITCHELL -0.54540765 -1.1068666393 -0.51711193 0.49048560 -1.44853890
## MONTGOMERY -0.49068329 -0.0007700371 -0.61251920 0.24091791 -0.46721336
## MOORE 2.44009240 -0.5300262646 -0.51091746 0.12021739 0.05590875
## NASH -0.63421864 0.7945993986 0.30810164 -0.26318083 0.37210295
## NEW HANOVER 1.01812837 0.7480951930 2.85532484 NA NA
## NORTHAMPTON -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ONSLOW 3.29797089 -0.4326286818 0.11385969 NA NA
## ORANGE -0.25643367 -0.6738240723 1.67729917 0.52719711 1.29013338
## PAMLICO -0.27756800 -0.6133900348 -0.63101577 NA NA
## PASQUOTANK -0.59561134 1.6162199173 0.24167597 -0.83067330 -1.55028031
## PENDER -0.32307110 -0.8974724058 -0.62715617 NA NA
## PERQUIMANS -0.66699998 -0.3096469335 -0.70344864 -1.13530295 -1.39802840
## PERSON 1.83651016 -0.0083302524 -0.40086149 0.39533710 0.64970714
## PITT -0.31731781 -0.0724068497 1.23908027 -0.63779280 -0.31802045
## POLK -0.06113608 -1.0054798827 -0.71799231 0.30557541 0.36364253
## RANDOLPH -0.61340370 0.1877666581 0.57764927 1.10220206 0.41645549
## RICHMOND 0.74144204 0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON -0.49219584 1.1225145097 -0.35105459 -0.58761114 0.41582973
## ROCKINGHAM -0.53099515 1.1109891082 0.24477682 0.69193016 0.15580888
## ROWAN 0.90628586 1.0161704153 0.41923161 1.88286674 1.23940433
## RUTHERFORD -0.40305503 0.6793399649 -0.04416178 0.49904003 0.86476888
## SAMPSON -0.48994269 0.2118518872 -0.45890083 -0.75828633 0.40961828
## SCOTLAND -0.39877769 0.0336010080 -0.39881048 -0.06795602 0.33271393
## STANLY -0.39312541 0.0670822711 -0.52892379 0.96231776 0.34948871
## STOKES -0.48921930 -0.8969114006 -0.33667519 0.91178746 -0.03230704
## SURRY -0.37368820 0.5864631443 -0.55118498 0.40382969 -0.32250175
## SWAIN -0.42610230 -1.1145659956 -0.51905141 -0.62604211 -0.84700197
## TRANSYLVANIA -0.32183194 -0.3886707238 0.31142535 -0.41722056 -1.15153171
## TYRRELL -0.70519979 -0.6899332323 -0.76293924 -1.48451138 -1.80168086
## UNION -0.12096644 0.2263286766 0.66611301 0.87403365 1.24137536
## VANCE -0.07756038 0.2502638641 0.06680041 0.05577599 0.61712154
## WAKE 0.99295694 -0.3185729767 2.18623378 0.61482826 1.72786021
## WARREN -0.51074332 -1.1034068117 -0.75125257 -0.33065363 0.22721576
## WASHINGTON -0.57879973 0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA -0.47584878 -1.1836198683 -0.17581308 0.43692845 -1.38719532
## WAYNE -0.65382866 -0.4675997465 -0.02234455 -0.47651172 0.49630212
## WILKES -0.31684422 1.7310747063 -0.33136439 0.19366935 -0.21070069
## WILSON -0.63660855 2.9255496443 0.07110618 -0.19927714 0.42980898
## YADKIN 1.00384839 -0.5322699018 -0.52455960 0.79856206 0.42050642
## YANCEY -0.43129531 -1.1187296011 -0.28995398 0.77760736 -1.44839560
## d_dslpm_2 d_cancr_2 d_pnpl_2 d_ptsdf_2 d_ozone_2
## ALAMANCE 0.54159287 0.19251630 -0.008007687 -0.10238330 0.160894954
## ALEXANDER -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON 1.05648189 1.46264399 0.599301308 0.14771799 1.241140885
## ASHE -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT 0.24022798 0.18968866 2.373085739 0.13288793 0.199953249
## BERTIE 0.84930527 1.21626497 0.240487206 -0.21418362 1.327428984
## BLADEN 0.54443487 0.87024475 0.258247646 -0.14555269 0.815867748
## BRUNSWICK NA NA -0.853228250 -0.78288523 -0.933227943
## BUNCOMBE -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS -1.17759274 -0.86490424 0.408752826 -0.63398339 -0.787775659
## CALDWELL -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CAMDEN -1.11810112 -1.09335875 -0.373640638 -0.43463061 -1.305528255
## CARTERET NA NA -0.497863082 -0.55001641 NA
## CASWELL 0.13695546 0.24962024 0.073884550 -0.25862046 0.255853628
## CATAWBA -0.67746253 -0.69466923 -0.436638558 0.46710984 -0.658430253
## CHATHAM -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN 0.20841104 0.28136512 0.015522093 -0.24486084 0.338656142
## CLAY -0.60842709 -0.93218116 -0.202922568 -0.37151262 -1.020215346
## CLEVELAND 0.09943838 0.00573901 0.217493382 -0.10019157 -0.005311666
## COLUMBUS 0.41146822 0.63715075 0.368017951 0.10587420 0.563557310
## CRAVEN -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## CUMBERLAND NA NA 3.790988314 1.23346975 1.432968711
## CURRITUCK NA NA -0.495769201 -0.38218363 NA
## DARE NA NA -0.172198065 -0.63287151 NA
## DAVIDSON -0.72085222 -0.77017594 -0.251171604 0.05425464 -0.754338695
## DAVIE -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN 1.23896208 1.60547213 0.272157452 -0.13497093 1.554809272
## DURHAM 3.06946256 1.82494832 1.078053694 4.16705600 1.333531370
## EDGECOMBE 1.77581670 1.57395751 0.220347369 0.71257842 1.521766990
## FORSYTH 0.92843387 0.51747980 0.039294168 2.81933032 0.441013018
## FRANKLIN -0.06264564 0.04743296 -0.006420478 -0.31642975 0.048507593
## GASTON -0.30838172 -0.31308150 0.147934978 0.56173396 -0.312034038
## GATES -0.22469445 -0.19153396 -0.091858552 -0.30562092 -0.194243775
## GRAHAM -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE 0.40284162 0.31152759 4.954098794 0.64551831 0.235102495
## GREENE 1.05920534 1.36069505 0.262273043 -0.12428985 1.418393227
## GUILFORD NA NA 0.088469864 5.58645004 0.913716580
## HALIFAX 1.28993909 1.38160926 0.156357452 0.04545381 1.321245791
## HARNETT 0.43604024 0.50147631 0.141941306 -0.18734435 0.447997767
## HAYWOOD -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## HENDERSON NA NA -1.744852074 -1.20469097 -1.237820371
## HERTFORD 1.25670845 1.62717076 0.258241034 0.27860903 1.674905079
## HOKE NA NA 1.617013815 -0.03942649 2.199372639
## HYDE NA NA 0.021869257 -0.28080114 NA
## IREDELL -1.37927828 -1.11526164 0.065408736 -0.34437669 -1.006162274
## JACKSON -0.44176144 -0.47469758 -0.471324900 -0.44023278 -0.557346337
## JOHNSTON -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## JONES 0.40574923 0.72481446 0.251586886 -0.23400067 0.697872585
## LEE 0.80529919 0.68478907 0.117478735 1.61551355 0.597385646
## LENOIR 1.03048134 0.99624490 0.172517652 0.02474698 0.996208371
## LINCOLN -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL 0.44722931 0.55990244 0.146851578 -0.26039991 0.615490275
## MECKLENBURG NA NA 0.681097453 3.09945441 0.716510062
## MITCHELL -0.68015044 -0.79596880 -0.285650029 -0.51470349 -1.068520232
## MONTGOMERY 0.29313164 0.49106846 0.131473699 -0.21807359 0.418089889
## MOORE -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH 0.89405934 0.65242108 0.059739072 0.56160012 0.620649938
## NEW HANOVER NA NA -0.002741639 0.13758055 NA
## NORTHAMPTON 0.90062101 1.09795529 0.101458204 -0.12752146 1.065874166
## ONSLOW NA NA 2.775345509 0.32123965 NA
## ORANGE -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PAMLICO NA NA -0.191128031 -0.27418643 NA
## PASQUOTANK 0.65731721 0.41347347 0.063195777 0.76326483 0.482084708
## PENDER NA NA -0.424776942 -0.59188553 NA
## PERQUIMANS -0.23769632 -0.19901386 -0.081032679 -0.32365187 -0.220149551
## PERSON 0.13425522 -0.03468539 1.332880371 0.08026645 -0.044528371
## PITT 1.37050764 0.99768693 0.409280644 2.51548304 1.005463405
## POLK -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND 0.65063562 0.80234761 0.802873117 0.01864683 0.683003892
## ROBESON 2.89430189 3.03661251 0.784617404 0.46308202 2.765862652
## ROCKINGHAM -0.19337146 -0.19049285 -0.060734585 -0.07981207 -0.187915880
## ROWAN -0.16465185 -0.30572703 0.031684567 0.29330786 -0.307832142
## RUTHERFORD -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON 0.81555549 1.13475711 0.233738490 0.12828506 1.081550618
## SCOTLAND 1.42383162 1.77259883 0.493370782 0.26983792 1.500403113
## STANLY -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## SWAIN NA NA 0.246087002 -0.27390230 0.518417336
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## TYRRELL 0.26762975 0.39946077 0.031660963 -0.25989055 0.503622728
## UNION -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE 1.83984494 1.82430992 0.926559608 0.91617909 1.663449592
## WAKE -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WARREN 1.17621419 1.56756222 0.400793041 -0.20961961 1.509088290
## WASHINGTON 0.44710781 0.64899558 0.147536183 -0.22978926 0.741203318
## WATAUGA -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE 1.13114419 1.12897770 0.102953937 0.82348811 0.999848001
## WILKES -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON 1.57153369 1.26321898 0.146729641 0.29705925 1.177465237
## YADKIN -0.65382397 -0.66847235 -0.784921951 -0.36798861 -0.678762050
## YANCEY -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
## d_pm25_2 region arealand areawater npl_cnt
## ALAMANCE 0.14707431 NaN -0.834545757 -0.20707231 -0.43775435
## ALEXANDER -1.06191144 NaN -0.365374018 -0.20336850 -0.43775435
## ALLEGHANY -0.34379575 NaN 0.328343365 -0.20478671 -0.43775435
## ANSON 1.20419473 NaN 0.769489687 -0.19384627 -0.43775435
## ASHE -0.96370154 NaN 0.196678409 -0.20402142 3.21361669
## AVERY -0.57618873 NaN -0.059067083 -0.21265574 -0.43775435
## BEAUFORT 0.17341199 NaN 0.491319505 0.03255237 1.85739316
## BERTIE 1.26888571 NaN 1.232149603 -0.07486345 -0.43775435
## BLADEN 0.83545054 NaN 0.786029195 -0.18632318 -0.43775435
## BRUNSWICK -0.95005805 NaN -0.457896729 -0.06695762 1.34736038
## BUNCOMBE -1.11314654 NaN -0.800393197 -0.21188788 1.12711895
## BURKE -0.61640781 NaN -0.504724122 -0.20429134 -0.43775435
## CABARRUS -0.81138560 NaN -0.828204332 -0.21146970 0.41682185
## CALDWELL -0.84302939 NaN -0.578691532 -0.21047983 -0.43775435
## CAMDEN -1.19456777 NaN 1.569582455 0.55311104 -0.43775435
## CARTERET NA NaN -0.615841754 0.53819299 -0.43775435
## CASWELL 0.23611939 NaN 0.482100932 -0.20116871 -0.43775435
## CATAWBA -0.70799113 NaN -0.802908679 -0.20322023 -0.43775435
## CHATHAM -1.03232138 NaN 0.207055054 -0.16211760 -0.43775435
## CHEROKEE -0.92086591 NaN 0.353694045 -0.17850877 -0.43775435
## CHOWAN 0.29599979 NaN -0.266054507 0.07314443 -0.43775435
## CLAY -1.03587837 NaN 0.950938593 -0.15888632 -0.43775435
## CLEVELAND -0.02087357 NaN -0.683477080 -0.20999889 0.60549452
## COLUMBUS 0.58019700 NaN 0.238989406 -0.18974009 1.27139805
## CRAVEN -0.20783794 NaN -0.351610181 -0.14483740 0.81740444
## CUMBERLAND 1.49658356 NaN -0.861079725 -0.21137222 0.38614475
## CURRITUCK NA NaN 0.073622529 0.94625169 -0.43775435
## DARE NA NaN -0.289683996 2.16756344 -0.43775435
## DAVIDSON -0.75494771 NaN -0.743513588 -0.20455693 -0.43775435
## DAVIE -1.55112952 NaN -0.384238594 -0.20584725 -0.43775435
## DUPLIN 1.61522210 NaN 0.504046521 -0.20276248 -0.43775435
## DURHAM 1.44171445 NaN -0.958696694 -0.20845764 -0.43775435
## EDGECOMBE 1.52665866 NaN -0.370592730 -0.21135572 -0.43775435
## FORSYTH 0.40070479 NaN -0.971550595 -0.21213101 -0.43775435
## FRANKLIN 0.02668737 NaN 0.002826467 -0.20728634 -0.43775435
## GASTON -0.35052231 NaN -0.946516334 -0.21033481 1.41959046
## GATES -0.20853545 NaN 1.172714924 -0.17961118 -0.43775435
## GRAHAM -0.38065412 NaN 1.333910858 -0.13381958 -0.43775435
## GRANVILLE 0.22602618 NaN 0.018146839 -0.20185370 4.58288083
## GREENE 1.42240837 NaN 0.275968704 -0.21098455 -0.43775435
## GUILFORD 0.86397444 NaN -0.936202160 -0.21071704 -0.43775435
## HALIFAX 1.32278802 NaN -0.143009532 -0.20493570 -0.43775435
## HARNETT 0.45787071 NaN -0.436766358 -0.20654930 -0.43775435
## HAYWOOD -1.18541869 NaN -0.319037045 -0.21207245 2.90933577
## HENDERSON -1.18847067 NaN -0.739698682 -0.21140951 0.67794235
## HERTFORD 1.62223765 NaN 0.148117210 -0.18832121 -0.43775435
## HOKE 2.24152143 NaN -0.049393346 -0.20934299 -0.43775435
## HYDE NA NaN 5.674993783 9.06729234 -0.43775435
## IREDELL -1.05506184 NaN -0.743199935 -0.19971608 0.99671284
## JACKSON -0.55721156 NaN 0.168278148 -0.20383617 -0.43775435
## JOHNSTON -0.40394277 NaN -0.458955122 -0.20986697 -0.43775435
## JONES 0.67833190 NaN 3.376171617 -0.19148229 -0.43775435
## LEE 0.60694252 NaN -0.626206597 -0.20600192 -0.43775435
## LENOIR 0.98841279 NaN -0.520417855 -0.21017472 -0.43775435
## LINCOLN -1.32322119 NaN -0.690882007 -0.20149685 -0.43775435
## MACON -0.78006731 NaN -0.142930960 -0.20191393 -0.43775435
## MADISON -0.90253032 NaN 0.136606430 -0.20375672 -0.43775435
## MARTIN -1.13989292 NaN 0.778051469 -0.20568008 -0.43775435
## MCDOWELL 0.57901497 NaN 0.356495354 -0.21245964 -0.43775435
## MECKLENBURG 0.72308210 NaN -1.020201811 -0.21069329 -0.29301532
## MITCHELL -0.94236281 NaN -0.036215645 -0.21040968 -0.43775435
## MONTGOMERY 0.36614948 NaN 0.396721249 -0.18344596 -0.43775435
## MOORE -1.10988917 NaN -0.272192049 -0.20413176 3.79014896
## NASH 0.62062730 NaN -0.532118616 -0.21094905 -0.43775435
## NEW HANOVER NA NaN -0.976611190 -0.13846857 0.23166367
## NORTHAMPTON 1.05805962 NaN 0.532517714 -0.17178179 -0.43775435
## ONSLOW NA NaN -0.557122739 -0.11522645 1.23579071
## ORANGE -0.77412768 NaN -0.731696581 -0.21035767 -0.43775435
## PAMLICO NA NaN 0.631305150 0.92551665 -0.43775435
## PASQUOTANK 0.40859627 NaN -0.504860846 -0.05539884 -0.43775435
## PENDER NA NaN 0.720248215 -0.08415336 -0.43775435
## PERQUIMANS -0.22835817 NaN 0.281062691 0.23487093 -0.43775435
## PERSON -0.06779035 NaN -0.083489394 -0.18287358 2.65186730
## PITT 0.97824027 NaN -0.632701501 -0.21118084 -0.43775435
## POLK -1.44081133 NaN 0.228879650 -0.20920649 -0.43775435
## RANDOLPH -0.65011436 NaN -0.480323019 -0.20751599 -0.43775435
## RICHMOND 0.65196018 NaN -0.317630234 -0.20373942 1.52151791
## ROBESON 2.88169559 NaN -0.369889974 -0.21189763 -0.43775435
## ROCKINGHAM -0.19769661 NaN -0.539861627 -0.20656857 -0.43775435
## ROWAN -0.32710034 NaN -0.722371776 -0.20465464 0.41682185
## RUTHERFORD -0.59536847 NaN -0.362653431 -0.21107087 -0.43775435
## SAMPSON 1.12700698 NaN 0.308891900 -0.21058404 -0.43775435
## SCOTLAND 1.50863725 NaN -0.299998875 -0.20974922 -0.43775435
## STANLY -0.74468719 NaN -0.513897107 -0.19942834 -0.43775435
## STOKES -1.42824365 NaN -0.123581246 -0.19895906 -0.43775435
## SURRY -0.55584594 NaN -0.483650396 -0.20891337 -0.43775435
## SWAIN 0.43168784 NaN 1.829317957 -0.14476947 -0.43775435
## TRANSYLVANIA -0.97099571 NaN -0.080337289 -0.20817212 -0.43775435
## TYRRELL 0.43351026 NaN 4.092415028 2.50143335 -0.43775435
## UNION -1.61810220 NaN -0.675932054 -0.20892103 -0.43775435
## VANCE 1.70079872 NaN -0.576223096 -0.18090348 -0.43775435
## WAKE -0.72067738 NaN -0.961177321 -0.21012158 0.09189507
## WARREN 1.52449601 NaN 0.811621841 -0.14680105 -0.43775435
## WASHINGTON 0.68279628 NaN 0.446954465 0.11721287 -0.43775435
## WATAUGA -0.86298958 NaN -0.415346315 -0.21145205 -0.43775435
## WAYNE 1.03479845 NaN -0.593629014 -0.21002582 -0.43775435
## WILKES -0.69757818 NaN -0.139983273 -0.21007464 -0.43775435
## WILSON 1.19466978 NaN -0.640138282 -0.20674536 -0.43775435
## YADKIN -0.68669136 NaN -0.290583001 -0.20680345 2.43118004
## YANCEY -0.78424798 NaN 0.509521564 -0.21038457 -0.43775435
## tsdf_cnt shape_length shape_area
## ALAMANCE 0.318872389 -1.004614926 -0.570739709
## ALEXANDER -0.628462442 -0.247982846 -0.309803626
## ALLEGHANY -1.240170076 0.491340833 0.084238178
## ANSON -0.467486749 0.533792116 0.298876995
## ASHE 0.094464762 0.621000504 0.009792536
## AVERY -1.240170076 0.371453730 -0.143457939
## BEAUFORT -0.820713413 0.340911248 0.284172306
## BERTIE -0.506120915 1.140111892 0.649596214
## BLADEN -0.293009869 0.630311176 0.303099794
## BRUNSWICK 0.391050281 -0.510881985 -0.304036519
## BUNCOMBE 1.238437479 -0.881475362 -0.556184260
## BURKE 0.531672726 -0.498977247 -0.388721264
## CABARRUS 0.633997994 -1.066718248 -0.571982807
## CALDWELL 2.074890649 -0.679360962 -0.431435266
## CAMDEN -1.240170076 1.730298210 1.200811811
## CARTERET -0.628462442 -0.337150890 -0.052951600
## CASWELL -1.240170076 0.521776108 0.170289104
## CATAWBA 2.314173228 -0.882699399 -0.552577113
## CHATHAM -0.401256749 0.198116582 0.025501297
## CHEROKEE 0.158018802 0.633198385 0.085796213
## CHOWAN -1.240170076 0.014587738 -0.097867343
## CLAY -1.240170076 1.110120758 0.418134268
## CLEVELAND 0.285126881 -0.714674750 -0.492521571
## COLUMBUS -0.303086041 0.147238464 0.002483129
## CRAVEN -0.551998988 -0.438699215 -0.278306379
## CUMBERLAND -0.110863675 -1.112983200 -0.590862701
## CURRITUCK -1.240170076 1.293404201 0.587141868
## DARE -0.322608625 0.821384240 1.040224736
## DAVIDSON 0.391050281 -0.822743479 -0.520073488
## DAVIE -0.065691419 -0.242226375 -0.321530179
## DUPLIN -0.808376452 0.545875870 0.149929092
## DURHAM 2.502041331 -1.235448270 -0.640356895
## EDGECOMBE -0.615447386 -0.423063400 -0.317212035
## FORSYTH 1.599361656 -1.272893626 -0.649383282
## FRANKLIN 0.717294352 0.163158097 -0.106020664
## GASTON 0.796498115 -1.176103576 -0.636061049
## GATES -1.240170076 1.294733302 0.570402989
## GRAHAM 0.594952826 1.270647421 0.648689061
## GRANVILLE 1.971295002 -0.031018608 -0.091011577
## GREENE -1.240170076 0.502453166 0.032315528
## GUILFORD 2.530630406 -1.232231086 -0.629058691
## HALIFAX -0.664445244 -0.250853411 -0.183307771
## HARNETT -0.758826364 -0.388545948 -0.355942192
## HAYWOOD -0.628462442 -0.386225985 -0.292858921
## HENDERSON 1.002757915 -0.763241984 -0.523910527
## HERTFORD 0.305196578 0.236667229 -0.009904929
## HOKE -1.240170076 -0.287568870 -0.151112951
## HYDE -1.240170076 5.504819980 8.075111099
## IREDELL 0.594952826 -0.843780764 -0.517148468
## JACKSON -0.675516875 0.271039588 -0.025960778
## JOHNSTON 0.158018802 -0.383091111 -0.368600293
## JONES -1.240170076 3.009570357 1.710456544
## LEE 1.934096564 -0.723768701 -0.458256103
## LENOIR 0.009275304 -0.547612924 -0.404515822
## LINCOLN 1.108787238 -0.707358404 -0.491072384
## MACON 0.654150339 0.001205813 -0.189180064
## MADISON -1.240170076 0.225651756 -0.045386389
## MARTIN -0.322608625 0.883408796 0.319251982
## MCDOWELL -1.240170076 0.510569931 0.082565186
## MECKLENBURG 1.378599902 -1.397887086 -0.676396884
## MITCHELL -0.191528418 0.347444959 -0.130452234
## MONTGOMERY -0.572852657 0.480313017 0.110406818
## MOORE -0.467486749 -0.308486478 -0.265527414
## NASH 0.792581446 -0.582029322 -0.405825418
## NEW HANOVER 2.307734200 -1.196041332 -0.615662386
## NORTHAMPTON -0.572852657 0.681602573 0.215617895
## ONSLOW -0.016754808 -0.679049113 -0.376824363
## ORANGE 0.130055024 -0.914013746 -0.515467589
## PAMLICO -0.110863675 0.960102942 0.839466233
## PASQUOTANK 0.453789526 -0.631161903 -0.301004457
## PENDER -0.781389350 0.669304034 0.320501727
## PERQUIMANS -0.016754808 0.497336451 0.297846450
## PERSON -0.675516875 -0.275084353 -0.135809870
## PITT 1.359587368 -0.784158934 -0.463933171
## POLK -1.240170076 0.478992829 0.003921703
## RANDOLPH 0.808339210 -0.483520731 -0.377405731
## RICHMOND -0.882097314 -0.546654085 -0.293167956
## ROBESON -0.406023302 -0.342952452 -0.329227571
## ROCKINGHAM 1.100276523 -0.505100704 -0.404351970
## ROWAN 0.633997994 -0.890402779 -0.509257528
## RUTHERFORD 0.171462925 -0.408967601 -0.317690388
## SAMPSON -0.913926004 0.296646237 0.041406525
## SCOTLAND 0.391050281 -0.440327524 -0.288602261
## STANLY -0.282714649 -0.542800059 -0.394524569
## STOKES -0.293009869 0.101912849 -0.167127224
## SURRY -0.493679404 -0.374739388 -0.374067373
## SWAIN -0.016754808 1.284892227 0.918116029
## TRANSYLVANIA 1.696026566 0.054430987 -0.164750793
## TYRRELL -1.240170076 2.980738642 3.653548900
## UNION 1.610506276 -0.806133576 -0.489699968
## VANCE -0.350413517 -0.667579270 -0.410475601
## WAKE 1.147506315 -1.264027586 -0.643084940
## WARREN -1.240170076 0.884737703 0.385311410
## WASHINGTON -1.240170076 0.391475220 0.315462626
## WATAUGA -0.293009869 -0.104195162 -0.339018720
## WAYNE -0.457184304 -0.634007708 -0.443398130
## WILKES -0.132171343 -0.054790683 -0.185189481
## WILSON 0.628318697 -0.779954595 -0.464878472
## YADKIN -0.715849247 -0.254633806 -0.267708420
## YANCEY 1.018442726 0.833917367 0.169358183dplyr::select_if(ej.scaled, is.numeric)## per_tested num_high_lead per_highlead_h fips bf_acreage
## ALAMANCE -0.88410296 1.43983603 -1.44746761 -1.70622042 0.004331364
## ALEXANDER 0.68669397 -0.56838836 -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY -1.70237856 -0.69009893 0.38840094 -1.63728222 -0.313485055
## ANSON -1.67315443 -0.44667779 2.10952771 -1.60281312 -0.295068874
## ASHE 0.01453900 -0.75095421 -1.47615306 -1.56834402 -0.313485055
## AVERY 0.18257774 -0.56838836 0.96210986 -1.53387492 -0.308258594
## BEAUFORT 1.02277145 -0.44667779 -0.47216244 -1.49940582 -0.138494723
## BERTIE 1.00815938 -0.56838836 0.10154648 -1.46493672 NA
## BLADEN 0.40906474 -0.38582250 0.38840094 -1.43046762 NA
## BRUNSWICK -0.18272387 -0.56838836 -1.04587136 -1.39599852 -0.067823086
## BUNCOMBE -0.12427561 0.40529619 -0.61558967 -1.36152943 0.379309338
## BURKE 1.00085335 0.22273034 0.24497371 -1.32706033 -0.122147159
## CABARRUS -0.89871502 0.52700676 -0.32873521 -1.29259123 -0.155290793
## CALDWELL 0.46020697 -0.14240137 -0.18530798 -1.25812213 -0.210411191
## CAMDEN -0.40190483 -0.69009893 -0.18530798 -1.22365303 NA
## CARTERET 0.18257774 -0.32496722 -0.04188075 -1.18918393 -0.296237734
## CASWELL 0.09490536 -0.50753307 0.67525540 -1.15471483 NA
## CATAWBA 0.21910791 -0.02069080 -0.61558967 -1.12024573 -0.156766284
## CHATHAM -0.92793915 -0.56838836 -0.75901690 -1.08577663 0.159392495
## CHEROKEE -0.08774545 -0.69009893 -1.04587136 -1.05130753 -0.313485055
## CHOWAN 0.12412949 -0.69009893 -0.61558967 -1.01683843 -0.230209501
## CLAY -0.46765912 -0.75095421 -1.47615306 -0.98236933 NA
## CLEVELAND 0.86203874 0.10101977 -0.18530798 -0.94790023 -0.141707486
## COLUMBUS 0.42367681 -0.14240137 0.38840094 -0.91343113 NA
## CRAVEN 1.05199558 0.22273034 -0.32873521 -0.87896203 -0.228818219
## CUMBERLAND -2.36722749 2.10924416 0.53182817 -0.84449293 -0.077232547
## CURRITUCK -2.22841288 -0.69009893 -0.61558967 -0.81002384 -0.308725405
## DARE -1.15442615 -0.69009893 -1.04587136 -0.77555474 NA
## DAVIDSON 0.93509906 1.19641489 0.24497371 -0.74108564 -0.278748769
## DAVIE 0.37253458 -0.32496722 0.53182817 -0.70661654 -0.297100878
## DUPLIN 0.83281461 -0.44667779 -0.75901690 -0.67214744 -0.185139285
## DURHAM -0.54802548 0.64871733 -0.75901690 -0.63767834 0.237847074
## EDGECOMBE 0.54057332 -0.26411193 -0.18530798 -0.60320924 -0.269842733
## FORSYTH 0.08759933 3.02207343 0.10154648 -0.56874014 0.763499064
## FRANKLIN -0.12427561 -0.50753307 -0.75901690 -0.53427104 -0.287169687
## GASTON -1.58548205 0.16187506 -0.47216244 -0.49980194 0.084687056
## GATES -0.70145215 -0.69009893 -0.04188075 -0.46533284 NA
## GRAHAM -0.56263754 -0.75095421 -1.47615306 -0.43086374 -0.279188121
## GRANVILLE -0.27770228 -0.69009893 -1.33272583 -0.39639464 -0.283297895
## GREENE 0.92779303 -0.56838836 -0.04188075 -0.36192554 NA
## GUILFORD 0.65016381 3.75233684 -0.32873521 -0.32745644 0.279542515
## HALIFAX 1.05199558 0.28358563 1.39239155 -0.29298734 0.014171023
## HARNETT -0.95716328 0.83128319 0.53182817 -0.25851825 -0.262035078
## HAYWOOD 0.37984061 -0.50753307 -0.75901690 -0.22404915 -0.276478782
## HENDERSON -0.32884451 0.04016449 0.10154648 -0.18958005 -0.044397375
## HERTFORD 0.86934477 -0.38582250 1.10553709 -0.15511095 NA
## HOKE -1.00830550 -0.26411193 -0.04188075 -0.12064185 NA
## HYDE 0.21910791 -0.69009893 1.67924601 -0.08617275 NA
## IREDELL -0.56994357 0.10101977 -0.47216244 -0.05170365 -0.196049865
## JACKSON 0.32869839 -0.56838836 -0.61558967 -0.01723455 NA
## JOHNSTON -0.63569786 -0.08154608 -0.90244413 0.01723455 -0.244808809
## JONES 0.61363364 -0.75095421 -1.47615306 0.05170365 NA
## LEE 0.40175871 -0.02069080 0.10154648 0.08617275 -0.257806313
## LENOIR 1.30040067 0.28358563 0.96210986 0.12064185 -0.262007618
## LINCOLN -1.71699063 -0.38582250 -0.18530798 0.15511095 -0.225728108
## MACON -0.06582735 -0.44667779 0.24497371 0.18958005 -0.299489855
## MADISON 0.22641394 -0.56838836 0.24497371 0.22404915 -0.311608654
## MARTIN 1.30040067 -0.44667779 0.38840094 0.25851825 -0.284588492
## MCDOWELL 0.21180187 -0.32496722 0.24497371 0.29298734 -0.178475776
## MECKLENBURG -2.11151637 3.63062627 -0.47216244 0.32745644 8.221215738
## MITCHELL -2.33069733 -0.75095421 -1.47615306 0.36192554 NA
## MONTGOMERY 1.90680134 -0.14240137 1.53581878 0.39639464 -0.310235679
## MOORE 1.05930161 0.04016449 -0.47216244 0.43086374 -0.259087757
## NASH 1.05199558 0.77042790 0.67525540 0.46533284 0.036422383
## NEW HANOVER 0.46751300 1.31812546 0.10154648 0.49980194 1.145676923
## NORTHAMPTON 0.51865523 -0.56838836 0.24497371 0.53427104 -0.306986303
## ONSLOW -0.13888767 1.80496774 -0.18530798 0.56874014 NA
## ORANGE -0.85487883 -0.38582250 -0.75901690 0.60320924 -0.187931002
## PAMLICO 2.71777092 -0.69009893 -0.61558967 0.63767834 NA
## PASQUOTANK 1.18350416 -0.14240137 0.38840094 0.67214744 NA
## PENDER 0.46020697 -0.50753307 -0.75901690 0.70661654 0.059277852
## PERQUIMANS 0.73053016 -0.56838836 0.96210986 0.74108564 NA
## PERSON -1.60009411 -0.32496722 1.53581878 0.77555474 -0.289970557
## PITT 0.02184504 -0.02069080 -0.75901690 0.81002384 -0.237989697
## POLK -1.43205537 -0.69009893 -0.32873521 0.84449293 -0.266822187
## RANDOLPH 0.66477587 0.70957262 0.10154648 0.87896203 -0.216214302
## RICHMOND 1.23464638 0.34444091 1.39239155 0.91343113 -0.304331883
## ROBESON 0.73053016 0.46615148 -0.32873521 0.94790023 0.240409962
## ROCKINGHAM -0.18272387 0.28358563 0.81868263 0.98236933 NA
## ROWAN 0.13143552 0.70957262 0.24497371 1.01683843 0.358467567
## RUTHERFORD -2.19188272 -0.62924364 -0.75901690 1.05130753 -0.161359345
## SAMPSON 1.38807306 0.10101977 -0.04188075 1.08577663 -0.279700699
## SCOTLAND 0.91318096 -0.14240137 0.67525540 1.12024573 0.769573108
## STANLY 1.15428003 0.22273034 0.67525540 1.15471483 -0.296158101
## STOKES -0.17541783 -0.32496722 0.67525540 1.18918393 -0.307773476
## SURRY -0.62839183 0.46615148 2.10952771 1.22365303 -0.160892534
## SWAIN 0.39445268 -0.56838836 0.67525540 1.25812213 -0.294721053
## TRANSYLVANIA 0.48943110 -0.56838836 -0.32873521 1.29259123 0.870596662
## TYRRELL -0.68684009 -0.62924364 6.12549016 1.32706033 NA
## UNION -2.05306811 -0.14240137 -0.61558967 1.36152943 -0.076147896
## VANCE -0.67953406 -0.50753307 -0.47216244 1.39599852 -0.277842605
## WAKE -0.84026676 5.21286367 -0.32873521 1.43046762 0.918577586
## WARREN 0.45290094 -0.50753307 0.96210986 1.46493672 NA
## WASHINGTON -0.07313338 -0.69009893 -0.61558967 1.49940582 -0.291517443
## WATAUGA 1.10313780 -0.38582250 -0.04188075 1.53387492 -0.277897524
## WAYNE 0.13874155 -0.02069080 -0.61558967 1.56834402 -0.227024197
## WILKES 0.56979745 -0.32496722 -0.47216244 1.60281312 -0.287535814
## WILSON 1.13236193 0.52700676 0.53182817 1.63728222 -0.269202011
## YADKIN -0.43843499 -0.50753307 -0.18530798 1.67175132 NA
## YANCEY -1.00830550 -0.62924364 0.24497371 1.70622042 -0.240561738
## objectid id acstotpop acsipovbas acseducbas
## ALAMANCE -1.587674886 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER -1.550973320 -1.679863730 0.24405742 0.211718117 0.45702447
## ALLEGHANY -1.541597008 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON -1.533560169 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE -1.522576489 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY -1.512396493 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT -1.498733866 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BERTIE -1.483999661 -1.457295889 -1.40672860 -1.484137746 -1.39413054
## BLADEN -1.470337035 -1.423012412 -1.09257575 -1.017523130 -1.14409301
## BRUNSWICK -1.437921784 -1.404394211 -0.15683255 -0.059981613 0.39776518
## BUNCOMBE -1.372555492 -1.370440686 0.55350341 0.569888246 0.91133259
## BURKE -1.315761829 -1.335665393 0.24444822 0.242772331 0.43113102
## CABARRUS -1.275041845 -1.300852369 1.98847498 2.086895550 1.90171683
## CALDWELL -1.233250281 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CAMDEN -1.215033446 -1.216295482 0.81303764 0.956033415 0.91761991
## CARTERET -1.194137664 -1.181477196 -1.47978165 -1.418422756 -1.41878867
## CASWELL -1.170027147 -1.147728456 -0.58351694 -0.606700095 -0.43957473
## CATAWBA -1.139755053 -1.129112939 0.54575400 0.599701222 0.57678978
## CHATHAM -1.104928750 -1.094496593 1.55258833 1.634761649 2.10943696
## CHEROKEE -1.089926651 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN -1.080550338 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLAY -1.074924551 -0.975119280 0.23846911 0.363186632 0.80083319
## CLEVELAND -1.052421401 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## COLUMBUS -1.019202467 -0.906545652 -0.77638263 -0.845981505 -0.86277216
## CRAVEN -0.989466162 -0.871576525 0.43133100 0.323919951 0.17189396
## CUMBERLAND -0.920081451 -0.853458045 0.70172574 0.605640258 0.15449471
## CURRITUCK -0.863823577 -0.816308810 0.75035111 0.856364175 0.95925295
## DARE -0.851232529 -0.768027672 -1.01275031 -0.909098724 -0.88657829
## DAVIDSON -0.813727280 -0.749258894 0.17983541 0.248139727 0.23352823
## DAVIE -0.778097293 -0.714473258 0.63308927 0.736209011 0.85295311
## DUPLIN -0.762291510 -0.679845863 0.80119539 0.884907376 0.74895777
## DURHAM -0.712195213 -0.646814433 1.57878903 1.468819393 1.67929722
## EDGECOMBE -0.658616285 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH -0.580926841 -0.577995121 0.19282213 0.202303876 0.02124225
## FRANKLIN -0.507791605 -0.542548503 2.04795261 2.044113938 2.27651603
## GASTON -0.453408994 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GATES -0.404384275 -0.457969308 -0.89753456 -0.795325694 -0.87850291
## GRAHAM -0.399562172 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE -0.388846386 -0.389057471 1.10154925 0.990568906 1.31590536
## GREENE -0.376791128 -0.354953000 0.44695998 0.045981888 0.62834818
## GUILFORD -0.295083263 -0.336571510 0.96489613 0.935972082 0.84201485
## HALIFAX -0.203195403 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT -0.173191204 -0.266740218 1.97093175 1.953445006 1.69828195
## HAYWOOD -0.143990688 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## HENDERSON -0.111843332 -0.183002938 0.33618615 0.416528055 0.72427617
## HERTFORD -0.087464920 -0.148229980 -0.56145326 -0.779604011 -0.65799639
## HOKE -0.075677556 -0.113425667 1.94898003 1.905385397 1.65537018
## HYDE -0.067372822 -0.079439896 -1.65055289 -1.846732668 -1.79650352
## IREDELL -0.035761255 -0.060187717 0.22585625 0.316367651 0.17116760
## JACKSON 0.001208205 -0.010431040 0.47395741 0.179298882 0.09367096
## JOHNSTON 0.030676615 0.008371874 2.37685845 2.468148322 2.33210651
## JONES 0.055055027 0.057974393 -0.22865072 -0.114245508 0.09874559
## LEE 0.066842391 0.077099762 0.47328248 0.535089609 0.33317512
## LENOIR 0.089345540 0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN 0.115331320 0.146700454 0.48445491 0.574076436 0.66928918
## MACON 0.137030786 0.196655951 -0.02354282 0.007790672 0.15908142
## MADISON 0.152836569 0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN 0.164623933 0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL 0.174536035 0.300013523 -1.06860292 -0.973482525 -1.09646682
## MECKLENBURG 0.328843346 0.317915592 1.27660075 1.343287862 1.20165323
## MITCHELL 0.481275394 0.368574588 -1.13740352 -1.106290345 -1.06547561
## MONTGOMERY 0.490919601 0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE 0.512083277 0.437487977 0.62742044 0.707469983 0.93235393
## NASH 0.544766423 0.455751552 -0.04965775 -0.007162906 -0.11206474
## NEW HANOVER 0.594326931 0.490496753 1.18572030 1.162888988 1.21618944
## NORTHAMPTON 0.632367969 0.540325920 -1.59582515 -1.600315460 -1.60283954
## ONSLOW 0.663979536 0.559125508 1.62830380 1.148581868 0.27139055
## ORANGE 0.709789519 0.593574368 1.29466131 1.003413274 0.80312107
## PAMLICO 0.733364247 0.644254961 -1.41271303 -1.461910663 -1.21145682
## PASQUOTANK 0.743812138 0.678832956 0.16157464 0.020387756 0.06330203
## PENDER 0.759350027 0.712632828 1.11489329 1.144083936 1.34880504
## PERQUIMANS 0.771137391 0.747046131 -0.99907115 -0.917077931 -0.83862452
## PERSON 0.781317387 0.781503476 0.14200151 0.211149358 0.26760210
## PITT 0.814000533 0.800119388 1.12439863 1.059485848 0.45627675
## POLK 0.842933153 0.850407796 0.70677276 0.772419211 1.43005726
## RANDOLPH 0.869186828 0.869542064 0.58238140 0.661677521 0.61626910
## RICHMOND 0.903209447 0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON 0.937767855 0.954472307 0.15561782 0.169539503 -0.21387511
## ROCKINGHAM 0.979827313 0.973074015 -0.41070404 -0.343635823 -0.33175281
## ROWAN 1.023494139 1.007705238 0.06428816 0.066200648 0.00796831
## RUTHERFORD 1.062606756 1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON 1.088592535 1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND 1.107880949 1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY 1.127437258 1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES 1.148065145 1.180305204 0.05155648 0.132961576 0.31514744
## SURRY 1.172175662 1.229578136 -0.70533078 -0.630655646 -0.76158487
## SWAIN 1.191196181 1.264483550 -0.80530834 -0.728041563 -0.94111199
## TRANSYLVANIA 1.201108283 1.298996943 -0.35874234 -0.352403870 -0.01665108
## TYRRELL 1.209145122 1.333446237 -1.87000451 -2.167626217 -1.70972814
## UNION 1.238077743 1.351714989 2.15766659 2.233343170 1.82002536
## VANCE 1.274511413 1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE 1.405243996 1.421253533 2.44784241 2.463992051 2.43641174
## WARREN 1.531154475 1.471090499 -0.37332695 -0.431942093 -0.27251085
## WASHINGTON 1.539191314 1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA 1.551514468 1.539486693 0.82632468 0.421083627 -0.08898791
## WAYNE 1.579911299 1.558096930 0.55622758 0.563922201 0.36681955
## WILKES 1.614201813 1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON 1.643134433 1.627004518 0.04579453 0.096185685 -0.06459216
## YADKIN 1.665369688 1.662310074 -0.34511731 -0.252616327 -0.32014844
## YANCEY 1.676353368 1.712438555 -0.30469348 -0.210186943 -0.04271315
## acstothh acstothu minorpop minorpct lowincome
## ALAMANCE -0.045717388 -0.69541681 0.120161568 0.27124268 -0.034519893
## ALEXANDER -0.004650632 -0.23633285 -0.955061509 -1.02232047 0.246816101
## ALLEGHANY -1.191069112 0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON -0.604288283 -0.74433419 0.960542362 1.35042427 0.236003797
## ASHE -0.301975983 0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY -1.358230537 1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT -0.170459829 0.16381607 -0.029632812 0.37585340 0.154602322
## BERTIE -1.467214596 -1.56569119 0.629732895 1.57186151 -0.813108302
## BLADEN -1.029327891 -0.97742940 0.086926722 0.78239681 0.018435108
## BRUNSWICK 0.255482889 1.73099083 -0.761226421 -0.94859987 -1.014910502
## BUNCOMBE 1.041081256 0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE 0.215584722 -0.06122462 -0.666965925 -0.87147401 0.651532813
## CABARRUS 1.664577534 0.78886383 0.863996433 0.11021583 0.368679492
## CALDWELL -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CAMDEN 0.566872628 -0.08775103 -0.460373029 -0.87984360 -0.479144885
## CARTERET -1.352534097 -0.16740015 -1.215093897 -1.07701110 -2.306686692
## CASWELL -0.559730560 -0.82380547 0.075415097 0.40298716 -0.736441505
## CATAWBA 0.599126287 0.04027293 -0.254691480 -0.44791069 0.257321089
## CHATHAM 2.052893509 1.28097260 0.351139560 -0.27565072 0.213928385
## CHEROKEE -0.049651671 1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN -1.225115048 -1.36097846 -0.221452013 0.06192854 -1.048398396
## CLAY 1.275613821 2.27201457 -1.334597054 -1.46938481 1.024962050
## CLEVELAND -0.789107423 -1.05192106 -0.463994337 -0.16214476 0.072704390
## COLUMBUS -0.826242496 -1.10371025 0.062613672 0.43884865 -0.083382405
## CRAVEN 0.560750423 0.10909092 0.283301687 0.29283441 -0.157019725
## CUMBERLAND 0.555944136 0.21271888 1.733875010 1.36106494 1.048268047
## CURRITUCK 0.881457071 2.22328999 -0.893501603 -1.20154049 -0.683937803
## DARE -0.759135331 2.51148948 -1.184754297 -1.28111550 -1.969073889
## DAVIDSON 0.286787863 -0.20315376 -0.617274827 -0.56446695 0.173749241
## DAVIE 0.572172079 0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN 0.577733518 0.30424192 1.319550156 0.87367883 3.058865136
## DURHAM 1.983265372 1.07600642 2.462425895 1.30443852 0.692875562
## EDGECOMBE -0.994474282 -1.29671687 0.904280904 1.85644844 0.131149282
## FORSYTH 0.265046123 -0.31236334 0.672261133 0.65339469 0.007756527
## FRANKLIN 2.136694101 1.50453631 1.142572890 0.54832511 1.737118944
## GASTON -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GATES -1.053688272 -1.27686899 -0.151080775 0.31948314 -1.783382397
## GRAHAM -1.364044429 0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE 0.717857657 0.24235838 1.073698639 0.73281041 0.272361810
## GREENE -0.117675957 -0.53940054 1.388720654 1.06644200 1.218114490
## GUILFORD 1.031568930 0.41169559 1.472948939 1.03571088 0.702910222
## HALIFAX -1.338343086 -1.45332033 0.551201604 1.68205646 -0.333797707
## HARNETT 1.410681302 0.85183798 1.243964525 0.38787373 2.332012510
## HAYWOOD -0.199856481 0.14019028 -1.361679318 -1.38570852 -1.168790021
## HENDERSON 0.831023021 0.51111383 -0.733839926 -0.81591399 -0.587973760
## HERTFORD -0.878904301 -1.09628423 1.348398997 2.00393311 -0.009999555
## HOKE 1.154998956 0.77206560 2.870644840 1.57115533 2.911189052
## HYDE -2.346416100 -1.22195454 -0.360062028 -0.27748953 -1.792212133
## IREDELL 0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JACKSON 0.573160847 2.25203943 -0.572855466 -0.82500545 0.425410117
## JOHNSTON 1.920930731 1.11157857 0.905767276 0.12301414 2.024817797
## JONES 0.158138360 -0.06259432 0.187468855 0.18170375 1.344785681
## LEE 0.130025975 -0.39015937 0.759706324 0.66685225 0.862443873
## LENOIR -0.679601955 -0.91144313 0.522778958 1.34744260 0.156420387
## LINCOLN 0.576231233 -0.08863151 -0.810768910 -0.91745542 0.092908099
## MACON 0.059933019 -0.21055549 -1.030015476 -1.03682221 0.433000878
## MADISON -0.098276955 1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL -1.025781587 -1.14367083 0.202651983 1.12970376 -0.773130348
## MECKLENBURG 1.309161485 0.47216469 1.903671316 1.06696629 -0.006750140
## MITCHELL -0.997391670 -0.61074579 -1.390126358 -1.36099005 -1.594051690
## MONTGOMERY -0.837815076 0.14363955 -0.047350080 0.19422231 -0.231860480
## MOORE 0.941187168 0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH -0.062382993 -0.40080439 0.888378198 1.12921981 -0.404628922
## NEW HANOVER 1.758967261 1.34211003 -0.148811835 -0.46656097 0.631692916
## NORTHAMPTON -1.523181721 -1.29873366 0.333538609 1.50051012 -1.141504582
## ONSLOW 0.803744707 0.69809618 0.746568343 0.10344830 1.385246829
## ORANGE 1.083174479 0.34340850 0.410254812 -0.07709619 -0.392955265
## PAMLICO -1.358189880 -0.85755145 -0.777611164 -0.37595437 -1.612221353
## PASQUOTANK -0.032459741 -0.41214018 0.774315771 0.83736671 -0.139539640
## PENDER 0.912358791 1.22682154 -0.016511775 -0.42951689 0.132973028
## PERQUIMANS -0.668491460 -0.85238261 -0.561579664 -0.41344730 -1.112892093
## PERSON 0.281083893 -0.05923330 0.138553463 0.19606277 0.027414680
## PITT 1.253352401 0.70258550 1.316751300 0.74856524 1.893935774
## POLK 1.535854728 1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH 0.670940896 0.03718190 -0.453221843 -0.60241898 0.867803909
## RICHMOND -1.014437407 -1.36123277 0.002749816 0.56514931 -0.271600925
## ROBESON -0.422193828 -0.79437698 2.365243493 2.30299700 2.173821910
## ROCKINGHAM -0.280377745 -0.55569750 -0.379973658 -0.28312990 -0.216543820
## ROWAN -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON -0.416532624 -0.72108224 0.784717373 1.02030101 0.979850371
## SCOTLAND -0.732620457 -1.04830336 0.955989119 1.43281943 0.620457947
## STANLY -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES 0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## SWAIN -1.003935445 0.19898581 -0.074653345 -0.14898186 0.049927221
## TRANSYLVANIA -0.062409013 0.45258862 -1.217028466 -1.30195856 -0.450718831
## TYRRELL -2.081161655 -1.88718401 -0.305488066 0.37174577 -1.723568054
## UNION 1.331549171 0.38893456 0.478454236 -0.21901075 -0.303753082
## VANCE -0.520693662 -0.74853595 1.213919632 1.91320111 0.916134717
## WAKE 2.418050106 1.45224702 1.587815158 0.30972769 -0.227758754
## WARREN -0.453553613 0.55083219 1.268678148 1.43921375 0.235494100
## WASHINGTON -1.979682802 -1.99330561 -0.069996049 1.00415660 -1.443295131
## WATAUGA 0.712998538 2.53023389 -1.175050392 -1.32329911 1.127894699
## WAYNE 0.589761747 0.02569249 1.057404073 0.93261749 1.438958685
## WILKES -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON 0.100172410 -0.43552148 1.115019933 1.41217198 0.669471759
## YADKIN -0.174084074 -0.66610710 -0.933097153 -0.93372437 0.020630400
## YANCEY -0.024653676 1.00857737 -1.322432180 -1.35650881 0.480623357
## lowincpct lesshs lesshspct under5 under5pct
## ALAMANCE 0.17789063 -0.35102045 0.07527144 0.116257896 0.448117199
## ALEXANDER -0.22295738 1.25685725 0.84509107 -0.104741920 -0.038136266
## ALLEGHANY 1.14403565 0.53354946 1.71177900 -1.269052817 -0.979503099
## ANSON 0.92267341 0.78071878 0.76480775 -0.526234620 -0.242456264
## ASHE -0.22382165 -0.19340220 0.08240277 -0.837698896 -0.724417483
## AVERY 0.73046100 -0.18260724 0.01184513 -1.265913684 -1.244566709
## BEAUFORT 0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BERTIE 0.89310377 0.04436018 0.52589995 -1.200508907 -0.900531196
## BLADEN 1.68647779 0.04494203 0.75687022 -0.690165562 0.699819483
## BRUNSWICK -1.44850753 -1.13259703 -1.43880483 -0.656326719 -1.269506234
## BUNCOMBE -0.66856823 -1.05481259 -1.46712504 0.143610170 0.055155763
## BURKE 0.06043337 1.40543911 0.93183944 -0.177118163 -0.365394293
## CABARRUS -1.04866566 -0.27404023 -0.74331642 1.900474441 1.299267405
## CALDWELL 0.44375661 0.94369618 1.08651309 -0.403438149 0.026243700
## CAMDEN -2.18289532 0.49929710 -0.64077720 0.092961960 -1.434667537
## CARTERET -1.75524251 -2.13980465 -1.72135220 -1.234091484 -1.316793936
## CASWELL -0.09490631 0.89745041 1.07524756 -0.661743264 -0.873946148
## CATAWBA -0.55301076 0.37921822 -0.06903556 0.465848299 0.489787935
## CHATHAM -1.31178262 0.46333733 -0.60747462 0.634306911 -0.081663978
## CHEROKEE 0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLAY 0.35054271 -0.38595460 -0.76807892 -0.710234235 -0.896173444
## CLEVELAND 0.75571322 -0.35097347 0.26921687 -0.297451324 0.425316728
## COLUMBUS 0.96303732 0.03860365 0.33341295 -0.622713410 -0.324780879
## CRAVEN -0.34428023 -0.68727157 -0.51981057 0.822164287 1.204276589
## CUMBERLAND 0.37755172 -1.33389364 -1.28075675 1.664926555 1.950416390
## CURRITUCK -1.87108086 -0.50276659 -1.49590185 0.461286998 -0.817585854
## DARE -2.57415258 -2.32977922 -2.41403048 -0.868813252 -1.581450736
## DAVIDSON 0.12314493 0.57189105 0.52965188 0.132683288 0.136879180
## DAVIE -1.47940801 0.15041860 -0.44046982 0.003263981 -0.789306024
## DUPLIN 1.50971699 3.62031289 2.10941149 0.984780109 0.961669763
## DURHAM -0.78839373 0.14389851 -0.53874396 1.789083889 1.115073593
## EDGECOMBE 1.58175778 0.12866146 1.04599020 -0.399367376 0.742069381
## FORSYTH -0.25413396 -0.91259827 -0.76973507 0.469177767 0.881269094
## FRANKLIN -0.15958956 2.02564052 0.34802008 1.365849958 0.419133161
## GASTON 0.05429053 -0.51013437 0.23303288 -0.145240767 0.680618471
## GATES -1.33303760 -0.92363335 -0.43183671 -1.025012859 -1.321495718
## GRAHAM 1.44097711 -0.21717844 1.10055639 -1.121698182 -0.638509476
## GRANVILLE -0.63815453 1.22429018 0.46997724 0.372252545 -0.536723848
## GREENE 0.52601582 3.48205530 2.24450704 0.097961848 -0.087259326
## GUILFORD 0.10234208 -0.55317177 -0.72791480 0.900101315 0.974557665
## HALIFAX 1.69819267 0.19089726 1.68050759 -0.837409242 -0.169461133
## HARNETT 0.04891611 0.83099661 -0.24943270 2.652412510 1.611051823
## HAYWOOD -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## HENDERSON -1.01046033 -0.82275893 -1.08676622 -0.076305060 -0.277762876
## HERTFORD 1.22452461 0.72375937 1.22291305 -0.673336570 -0.316393184
## HOKE 0.64837420 0.91038371 -0.03393701 3.478085717 2.226386624
## HYDE -1.29235534 -0.83545174 -0.73908657 -1.055345509 -1.754178885
## IREDELL -1.12980496 -0.88262031 -0.77649631 0.217445764 0.470213574
## JACKSON 0.15585923 -0.77193632 -1.00159946 -0.134532916 -0.291496015
## JOHNSTON 0.11770742 1.29665349 0.24690962 2.193420604 1.255240117
## JONES 1.59094551 0.91615559 0.62996915 -0.561666152 -0.534614542
## LEE 0.29836039 0.65356074 0.58886093 0.836931690 1.356506129
## LENOIR 1.49735920 0.31389399 1.31219773 -0.305326941 0.805682585
## LINCOLN -0.34259020 0.34233384 -0.10813642 0.102061755 0.319086630
## MACON 0.35010450 0.42120078 0.23616948 -0.504605226 -1.049134527
## MADISON -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL 0.53863908 -0.50849267 0.21299746 -0.663806709 0.062793941
## MECKLENBURG -1.38251028 -0.64918706 -1.23688827 1.611351185 1.368651782
## MITCHELL -0.71661499 -0.72093018 0.35761412 -1.018977281 -1.168451385
## MONTGOMERY 0.68331823 0.62209545 1.08344804 -0.336914721 -0.179469680
## MOORE -1.11429612 -0.87869870 -1.01866005 0.485803990 0.498347718
## NASH -0.19330615 -0.18494282 0.08205787 0.070962456 0.223333288
## NEW HANOVER -0.57984138 -1.51926000 -1.88677673 0.492161303 -0.270424172
## NORTHAMPTON 0.84269264 -0.30162508 0.80501010 -1.204054281 -0.400439297
## ONSLOW -0.07241957 -1.41138785 -1.42682007 3.366586145 3.192561254
## ORANGE -1.34431681 -1.60006642 -1.89397039 0.284924303 -0.740266279
## PAMLICO -0.32009615 -1.47214759 -1.00043705 -1.414504087 -1.538271761
## PASQUOTANK 0.02452508 -0.32424509 -0.36618049 0.535451994 1.827166779
## PENDER -1.29821643 0.22247700 -0.82786872 0.829273501 -0.303631044
## PERQUIMANS -1.06009386 -0.94968700 -0.86694784 -0.914515348 -0.956076208
## PERSON -0.19955874 -0.15034850 -0.16784183 0.001714016 -0.021675569
## PITT 0.74443608 -0.84071257 -1.02113372 0.962655914 0.408324930
## POLK -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH 0.08316632 1.44999920 0.80156044 0.488243755 0.583013476
## RICHMOND 1.36476780 -0.13733107 0.87239766 -0.369161777 1.170084506
## ROBESON 2.06725865 1.69202618 1.70586736 0.765475222 1.791450202
## ROCKINGHAM 0.07826933 0.29400475 0.38494488 -0.355904741 -0.118185498
## ROWAN -0.21983786 -0.06526985 -0.14880274 0.150700022 0.323153903
## RUTHERFORD 0.31977974 0.13593339 0.39830282 -0.451400779 -0.372412663
## SAMPSON 1.14091382 1.39554287 1.33827195 0.382566549 1.106382564
## SCOTLAND 1.97572383 0.57233641 0.94709434 0.078517841 1.126506850
## STANLY -0.19222530 -0.35271845 -0.13092456 -0.142304480 0.366634347
## STOKES -0.76413705 0.61204543 0.36557340 -0.421784510 -0.655457606
## SURRY 0.23632611 0.80446795 1.26868034 -0.528379977 -0.008411926
## SWAIN 0.22042007 0.61353236 1.04478706 -0.139949460 -0.075062841
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## TYRRELL 0.05549840 0.21390936 0.99387380 -1.811495145 -2.441358847
## UNION -1.87187192 -0.25083027 -0.92965167 1.622951772 0.590676094
## VANCE 1.80639633 0.69387965 1.36706902 0.150081886 1.896193325
## WAKE -2.08090712 -1.00907524 -1.80171308 2.169986608 0.737457622
## WARREN 0.45581098 0.83278390 0.69799695 -0.715186504 -0.567839183
## WASHINGTON 0.49168724 -0.97894726 0.50369972 -1.194009053 -0.324812114
## WATAUGA 0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE 0.83400627 0.50763427 0.31583805 1.041073939 1.200766903
## WILKES 0.39784540 1.09720771 1.34257468 -0.484053345 -0.402847872
## WILSON 1.21213664 1.08012965 1.58412219 0.279094132 0.353859319
## YADKIN 0.32531929 0.66191772 0.60128558 -0.273815493 0.275917808
## YANCEY 0.65628652 0.16322035 -0.03474699 -0.507024526 -0.512381654
## over64 over64pct pre1960 pre1960pct vuleopct
## ALAMANCE -0.57693568 -0.387079416 0.753607834 1.08600530 0.27465005
## ALEXANDER 0.44401856 0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY -0.21923340 1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON -0.64589754 -0.193745631 1.172398991 1.22529375 1.37950639
## ASHE 0.39117349 1.152808829 0.404499940 -0.34555988 -1.14502447
## AVERY -0.60231378 1.073685441 0.212553796 -0.02860155 -0.75338794
## BEAUFORT 0.66307527 0.900639849 0.470206474 0.23857495 0.58190062
## BERTIE -1.01024062 0.371635232 -0.350089471 0.57397484 1.54650367
## BLADEN -0.82167315 0.309612574 -1.264704749 -0.66379603 1.17633741
## BRUNSWICK 2.36548995 2.795829674 -2.971947725 -2.61762693 -1.23104267
## BUNCOMBE 0.74114293 -0.134335044 1.821167608 0.92443596 -0.89722986
## BURKE 0.46209394 0.235940277 1.021957641 0.42956387 -0.67553596
## CABARRUS 0.09402601 -1.175483751 0.725972035 0.67819760 -0.25535629
## CALDWELL -0.30531672 0.002335771 0.494447836 0.84729717 -0.66403793
## CAMDEN 0.47053381 -1.003562656 -0.248008198 -0.83624112 -1.41659536
## CARTERET -0.69591033 1.248723670 -1.197045034 -0.91476699 -1.43391116
## CASWELL -0.21478328 0.232579300 0.560135215 0.29391958 0.29046103
## CATAWBA 0.21701801 -0.462759289 0.225460865 0.05162252 -0.53840772
## CHATHAM 3.22625443 0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE 1.69819934 2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN -0.50382859 0.217087413 0.294298566 0.01731916 -0.15021632
## CLAY 3.01832829 2.042282705 0.084667380 -1.23951374 -1.05761781
## CLEVELAND -0.68458786 -0.110456660 -0.304766048 0.18998423 0.11802233
## COLUMBUS -0.62895922 0.252595481 -0.311130261 0.27575141 0.66540473
## CRAVEN 0.35198007 -0.192899385 -0.572495057 -0.06176704 0.12093823
## CUMBERLAND -1.25447374 -1.604980885 -1.613836001 -1.20780238 1.20954385
## CURRITUCK -0.02876865 -0.838671310 -1.713299806 -2.05544901 -1.57119006
## DARE -0.71398375 -0.795270143 -1.221967220 -2.21123659 -1.86483955
## DAVIDSON -0.01550347 -0.316848901 -0.004619977 0.02592679 -0.41005602
## DAVIE 1.05011626 0.181737719 0.239429881 -0.11819108 -1.22071447
## DUPLIN 0.53340253 -0.313817701 0.714633220 -0.10719335 1.19130339
## DURHAM -0.42370581 -1.329934026 0.540953276 0.20165572 0.78267677
## EDGECOMBE -0.97717251 0.068713502 0.499954322 1.35318432 1.99900541
## FORSYTH -0.57960082 -0.803741864 0.420981216 0.57130420 0.43812756
## FRANKLIN 1.29019480 -0.391199843 -0.097012981 -0.96220529 0.38524639
## GASTON -1.19173269 -0.653603615 -0.223852405 0.88155457 -0.09485129
## GATES -0.76466866 0.225716219 -0.129976726 0.76767672 -0.18148170
## GRAHAM -0.31676499 0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE 0.47818243 -0.338332927 -0.059596473 0.32911082 0.37577675
## GREENE -0.36540242 -1.040506686 -0.267639212 -0.41814127 1.02307576
## GUILFORD -0.14325639 -1.056752450 0.597898585 0.80556894 0.85986156
## HALIFAX -1.14325676 0.414723461 0.516975853 2.00025920 1.89798036
## HARNETT -0.25249980 -1.251020465 -0.207740482 -0.55643916 0.32548460
## HAYWOOD 0.56979600 0.942622392 1.420116773 1.26071737 -1.34717316
## HENDERSON 2.08411108 1.349818694 -0.470867922 -0.90251796 -0.98177690
## HERTFORD -0.48358560 0.009031768 -0.041495096 0.75991704 1.99973369
## HOKE -1.23035794 -1.872549119 -1.945109363 -1.54712949 1.46582495
## HYDE -1.96342967 -1.671143461 -1.704793033 -1.94849975 -0.64446811
## IREDELL -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JACKSON 0.62993906 0.148004876 -0.133902928 -1.17657978 -0.60722142
## JOHNSTON 0.34582474 -1.087655444 -0.339152192 -0.46850146 0.13668180
## JONES 0.40992753 0.244665587 0.900406125 0.29302811 0.66579110
## LEE -0.18700016 -0.806714237 -0.391991074 -0.18562105 0.62973080
## LENOIR -0.57202304 -0.038263300 1.218731372 1.79316932 1.56525797
## LINCOLN 0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON 0.25367463 0.261857474 0.634912491 0.27748802 -0.71263423
## MADISON 1.24967407 1.994479733 0.650899442 -0.51982608 -1.03728055
## MARTIN 0.19926246 0.551970094 0.898412350 0.57070756 -1.20207572
## MCDOWELL -0.46730942 0.933803966 1.154090241 1.55193419 1.07768255
## MECKLENBURG -1.07644237 -1.834937301 -1.288880819 -1.02443684 0.39871428
## MITCHELL -0.16932858 1.323880667 1.340175895 1.27825539 -1.32048068
## MONTGOMERY -0.47659815 0.259318622 0.955506812 0.76045248 0.37865613
## MOORE 2.12199341 0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH -0.28532325 -0.186612820 -0.024214637 0.22563818 0.83768504
## NEW HANOVER 0.71352223 -0.677254452 0.211889205 -0.06704281 -0.56207148
## NORTHAMPTON -0.74063806 1.486546863 0.478450862 1.56822379 1.47307210
## ONSLOW -1.52065908 -2.045873699 -1.862301247 -1.43317870 0.05883044
## ORANGE -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PAMLICO 0.12159946 1.465275623 -0.940001443 -0.65706784 -0.40474872
## PASQUOTANK -0.37983676 -0.490568634 1.121255033 1.83480376 0.67613510
## PENDER 0.89630744 -0.298769763 -1.208010795 -1.42030437 -0.76768429
## PERQUIMANS 0.49636917 -0.008720309 -0.933866751 -0.95605821 -0.67691052
## PERSON 0.15988183 0.223724608 0.802251055 0.58149124 0.09110380
## PITT -0.64667583 -1.344737342 -1.150855916 -0.57599773 0.84095526
## POLK 3.80465584 2.525389330 3.122800509 0.39553413 -1.18455600
## RANDOLPH 0.21837810 -0.461104463 0.036869774 -0.24838321 -0.45342416
## RICHMOND -1.31439485 -0.540748154 -0.091618442 0.94258233 0.89768722
## ROBESON -0.86097648 -1.080721635 -0.535111778 0.02223687 2.51422612
## ROCKINGHAM -0.18806112 0.180602471 2.264263714 1.80725477 -0.20027731
## ROWAN -0.30400643 -0.427537177 1.577780530 1.46966838 -0.19938859
## RUTHERFORD -0.05945730 0.562138868 1.209594596 1.02124196 -0.54439490
## SAMPSON -0.43560768 -0.393000118 -0.170029447 0.11142122 1.18755595
## SCOTLAND -0.77379414 -0.370266611 -0.145218027 0.74179377 1.78997587
## STANLY -0.38788615 -0.130145249 1.889318458 2.31334672 -0.55668190
## STOKES 0.41316087 0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY -0.45151913 0.175847563 0.376482642 0.46659104 -0.65285579
## SWAIN -0.66214305 -0.027803725 -0.590937475 -0.87473299 -0.04671032
## TRANSYLVANIA 1.97170457 2.133278268 0.627338719 0.34765533 -1.07098137
## TYRRELL -1.51688575 -0.333190387 0.064615701 0.46996201 0.31477145
## UNION -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE -0.54557487 -0.459350915 0.246931308 1.00550675 2.11782467
## WAKE -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WARREN 0.77620698 1.241012717 0.592035612 0.07173488 1.29751527
## WASHINGTON -1.35806624 0.651836733 -0.913663166 0.04659220 0.96214246
## WATAUGA -0.05950791 -0.380793917 0.305618062 -0.98611117 -1.01271710
## WAYNE -0.17192377 -0.689346065 -0.082976806 0.09548443 1.01712623
## WILKES -0.06331158 0.335312802 -0.098738411 0.19007442 -0.72151812
## WILSON -0.27886488 -0.415969486 0.655643072 1.12199259 1.52353219
## YADKIN -0.17515611 -0.007772497 0.634949243 0.77242875 -0.63848971
## YANCEY 1.12070643 1.259957975 1.420627998 0.17930754 -0.86746883
## vuleo dispeo dslpm cancer resp
## ALAMANCE 0.080447130 0.193585344 1.427111706 0.898839431 0.76080740
## ALEXANDER -0.633244857 -0.948309043 -0.367197250 0.141179842 -0.08669581
## ALLEGHANY -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON 0.820433059 1.282323494 -0.282855853 1.018398893 1.20624270
## ASHE -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT -0.008097535 0.253075960 -0.581241718 -0.709846077 -0.53673513
## BERTIE 0.280263084 1.448684168 -0.851875482 -0.781490259 -0.75679897
## BLADEN 0.049535447 0.924710282 -0.742776800 -0.043585177 0.22623096
## BRUNSWICK -0.949575262 -1.007803391 NA NA NA
## BUNCOMBE -0.587455876 -1.138896587 0.624226258 -0.577553838 -0.66179003
## BURKE -0.287543316 -0.536480851 0.226686522 0.441363560 0.35567891
## CABARRUS 0.745983187 -0.686137388 2.858073048 1.593379224 1.61434041
## CALDWELL -0.917124884 -0.759311841 0.042430542 0.240274755 0.13257468
## CAMDEN -0.558432212 -1.309925944 -0.592815271 -1.281421639 -1.25628190
## CARTERET -1.710736349 -0.867061449 NA NA NA
## CASWELL -0.142823470 0.292053424 -0.330610576 0.150403735 0.06783330
## CATAWBA -0.129931315 -0.587305885 0.910484497 1.138463725 0.75831649
## CHATHAM 0.302984157 -0.868915202 0.113756296 0.713524020 0.75282291
## CHEROKEE -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN -0.532619818 0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLAY -0.739802314 -1.070916861 -1.313097821 -1.076968663 -1.21288129
## CLEVELAND -0.365333826 0.031094982 0.883766405 1.215698297 0.99017886
## COLUMBUS 0.052428051 0.677636819 -0.655470325 -0.001177405 0.24568986
## CRAVEN 0.144681107 -0.169260832 -0.563335489 -0.296132292 0.30171274
## CUMBERLAND 1.683525973 1.451080823 NA NA NA
## CURRITUCK -0.940853085 -1.716172789 NA NA NA
## DARE -1.586277531 -1.088716466 NA NA NA
## DAVIDSON -0.433895764 -0.659765869 1.342495806 1.075267238 0.93937745
## DAVIE -0.760305970 -1.408021108 0.748110537 0.702268684 0.60993720
## DUPLIN 1.968650760 1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM 2.164870580 1.330026138 2.773027295 1.885425374 1.26274715
## EDGECOMBE 0.702545528 1.598681119 0.100564184 -0.071218017 -0.13271440
## FORSYTH 0.493426071 0.435477498 1.510368773 1.114364796 0.67671568
## FRANKLIN 1.438967158 0.092898431 -0.058244146 0.426158735 0.41406704
## GASTON -0.626000493 -0.256797433 2.167493284 1.923818005 1.56387262
## GATES -0.733103630 -0.162867399 -0.641518223 -0.819740247 -0.78985534
## GRAHAM -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE 0.959687997 0.271354109 0.309798577 0.881822677 0.71763173
## GREENE 1.555641776 1.500472717 -0.554366924 -0.367978381 -0.36349101
## GUILFORD 1.378265556 0.878644323 NA NA NA
## HALIFAX 0.309094442 1.408321832 0.257032844 0.200856319 0.28399264
## HARNETT 1.717125772 0.485537212 0.132442212 0.822427799 1.06043561
## HAYWOOD -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## HENDERSON -0.779476275 -1.195637166 NA NA NA
## HERTFORD 1.146837516 1.812077875 -0.580209202 -0.436767200 -0.44950613
## HOKE 3.159178992 2.222114061 NA NA NA
## HYDE -0.747540567 0.416542749 NA NA NA
## IREDELL -0.599066426 -0.893141353 1.650924675 1.027109915 1.07999187
## JACKSON -0.149269108 -0.553475054 -1.231319579 -1.556831456 -1.53154364
## JOHNSTON 1.319213038 -0.310464151 0.763434086 0.421325946 0.60230185
## JONES 0.531576629 0.814895568 -0.912323133 -0.356819074 0.21331666
## LEE 0.844328015 0.631604494 0.440639595 0.895744900 2.23422824
## LENOIR 0.433747966 1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN -0.622377025 -1.125821222 0.854504858 1.056736274 0.90988302
## MACON -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL -0.134013739 0.686893112 -0.563434025 -0.696894284 -0.63372792
## MECKLENBURG 1.421014329 0.682642787 NA NA NA
## MITCHELL -1.600765124 -1.007224677 -1.088966282 -1.607335269 -1.70525652
## MONTGOMERY -0.040723883 0.462507356 -0.403899476 0.944317563 1.28931364
## MOORE -0.469652669 -1.057019138 -0.239329655 1.074387365 1.06640917
## NASH 0.529275674 0.670335076 0.717760396 0.200362909 0.18284293
## NEW HANOVER 0.120294279 -0.796042048 NA NA NA
## NORTHAMPTON -0.092174709 1.154494446 -0.438298190 -0.138225828 -0.14346623
## ONSLOW 1.128607424 0.055384942 NA NA NA
## ORANGE 0.303513936 -0.663926275 1.764163393 1.192612399 1.01402577
## PAMLICO -1.089267718 -0.179299041 NA NA NA
## PASQUOTANK 0.565260137 0.545874101 0.094871540 -1.108922166 -1.04931060
## PENDER 0.011987751 -0.869046004 NA NA NA
## PERQUIMANS -0.823742807 -0.190477319 -0.717151119 -1.282784367 -1.25319839
## PERSON 0.089452599 -0.005865324 -0.076368245 0.306672776 0.18643023
## PITT 1.650272634 1.076550306 0.481525182 -0.221933497 -0.10271950
## POLK -0.671641552 -1.360697253 -0.099910059 0.006963312 -0.14796936
## RANDOLPH -0.093045586 -0.572351659 0.740760329 0.872487309 0.70155712
## RICHMOND -0.092453685 0.726333975 -0.009447269 1.050826375 1.31373187
## ROBESON 2.518721384 2.879467567 0.227073774 0.469732388 0.75966061
## ROCKINGHAM -0.389421203 -0.138855845 0.139742771 0.352652680 0.18041836
## ROWAN -0.166485497 -0.249416319 1.883033198 1.303015051 1.22170229
## RUTHERFORD -0.791523516 -0.517913696 0.174796782 0.792868333 0.66953062
## SAMPSON 0.891638180 1.180505215 -0.487253764 0.073985138 0.17791298
## SCOTLAND 0.993085849 1.548161653 -0.081688323 1.012707489 1.31171325
## STANLY -0.820209155 -0.665898907 0.616096666 1.761648095 1.30051548
## STOKES -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## SWAIN -0.071931332 0.552296311 NA NA NA
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## TYRRELL -0.749560212 0.588007980 -0.909640134 -1.397843295 -1.39968374
## UNION 0.250374901 -1.411042429 1.671739718 1.335046559 1.40620958
## VANCE 1.204650412 1.703199117 0.362693120 0.593430810 0.44609475
## WAKE 1.130094442 -0.592168284 2.835262498 1.287363271 1.24771389
## WARREN 1.072157215 1.573991899 -0.411699378 0.159624308 0.14180353
## WASHINGTON -0.564807336 0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE 1.267881661 1.070837928 0.081980079 0.304580447 0.25703870
## WILKES -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON 1.063820179 1.231979870 0.711353659 0.276955953 0.17167410
## YADKIN -0.745439655 -0.615258083 0.080164228 0.050728740 0.05450729
## YANCEY -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
## pnpl prmp ptsdf ozone pm25
## ALAMANCE -0.57686169 0.7600787422 0.77831698 0.71453588 0.73622593
## ALEXANDER -0.29627482 -0.8760752175 -0.62613322 0.57487102 0.90384017
## ALLEGHANY -0.13251605 -1.0990870365 -0.74560167 0.15993844 -1.13357236
## ANSON -0.19012161 -1.0606373585 -0.46837459 0.04985865 0.02786616
## ASHE 0.17469551 -1.1860346492 -0.48435673 0.42264494 -1.45230383
## AVERY -0.60709654 -1.1775084938 -0.73946093 0.37447457 -1.49266263
## BEAUFORT 1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BERTIE -0.61121505 -0.5208008046 -0.73590128 -1.12654314 -0.90025443
## BLADEN -0.47420307 -0.5002406864 -0.57503766 -1.45005828 -0.18429849
## BRUNSWICK 0.15779565 -0.6552477624 -0.27299861 -2.33812719 -1.28578969
## BUNCOMBE 1.61396042 -0.2472810412 1.34051840 0.50270937 -0.79187607
## BURKE -0.57653627 1.3836509227 0.07732765 0.34088032 0.54872663
## CABARRUS 2.27373879 0.5098766438 0.17274455 2.06021829 1.48121302
## CALDWELL -0.55459419 2.2309275883 1.32967496 0.40137851 0.36095621
## CAMDEN -0.60569881 -0.6852021078 -0.67905505 -0.55921929 -1.64380685
## CARTERET -0.23073179 -1.0996440305 -0.38558865 NA NA
## CASWELL -0.28555880 -0.9028589751 -0.64720833 0.29626280 0.39104107
## CATAWBA -0.20863630 1.8668387694 1.44852586 1.01196557 1.53146632
## CHATHAM -0.39697945 0.4651986967 -0.60270302 0.38069901 0.82084078
## CHEROKEE -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLAY -0.66328888 -1.0715675762 -0.70122231 -1.69537665 -0.95608849
## CLEVELAND 0.68746495 0.4538352972 0.09111301 0.87392943 1.60404348
## COLUMBUS -0.28614227 -0.9953496348 -0.35073091 -2.14267666 -0.46141304
## CRAVEN 0.70058516 0.5776341230 -0.26326557 -1.87380370 -1.22717162
## CUMBERLAND 1.64590137 0.3987382459 0.58991512 0.28588928 1.05690244
## CURRITUCK -0.60193471 -0.8939629357 -0.74628712 NA NA
## DARE -0.74271582 -0.5782484522 -0.49856305 NA NA
## DAVIDSON -0.45249677 0.7954716368 0.44396511 1.84095619 0.92621970
## DAVIE -0.26660716 -0.4322777326 -0.33631387 1.61337413 0.97236727
## DUPLIN -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM 0.20985805 0.8537537227 2.90049958 0.65494904 1.68797344
## EDGECOMBE -0.61708797 1.3611933615 -0.16425623 -0.45176556 0.01753294
## FORSYTH -0.45223085 0.7080517894 3.29007914 1.77402594 0.77842857
## FRANKLIN -0.42280564 -0.6768527900 -0.41895257 0.18114282 0.82304144
## GASTON 3.97196114 3.5192904026 1.67113736 1.29582615 1.97543469
## GATES -0.52492646 -1.0484747240 -0.70934167 -1.03493605 -1.01589466
## GRAHAM -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE 3.63056452 -0.2639752254 0.38751093 0.44404133 1.00047850
## GREENE -0.57889051 -1.0091219642 -0.67532329 -0.52291643 0.03646312
## GUILFORD -0.63822401 1.7202947905 4.28200276 1.71361935 0.73702497
## HALIFAX -0.66186133 0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT -0.38335226 -0.1412771668 -0.56467623 0.16748599 1.08248324
## HAYWOOD 2.95673121 1.2178619148 -0.46307164 0.54047227 -1.19607514
## HENDERSON 1.45729178 -0.4358421728 0.43365902 0.12067284 -0.47209279
## HERTFORD -0.63290667 -0.9272253891 -0.45674908 -1.04715830 -0.70412874
## HOKE 0.24179917 1.7509544454 -0.62866790 0.21940161 0.63986843
## HYDE -0.71603536 -1.2405711919 -0.79800385 NA NA
## IREDELL 1.57059705 1.5845088685 0.34149208 1.55920971 1.48673219
## JACKSON 0.03909674 -0.7018822138 -0.57914680 -0.86711576 -1.21187809
## JOHNSTON -0.48227339 0.5273213592 -0.46638472 -0.11218785 1.01952765
## JONES -0.40687624 -0.9654965186 -0.71515971 -1.75087416 -0.88608097
## LEE -0.49436192 0.1556513895 0.63014088 0.19857789 0.79615430
## LENOIR -0.58365445 0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN -0.26022908 1.0464324370 0.22904150 1.28673075 1.76404040
## MACON -0.44362471 -0.3000954873 -0.22602015 0.24817656 -0.49184880
## MADISON -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN -0.36144890 -0.8119637487 -0.41048697 0.88516151 -1.06301655
## MCDOWELL -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MECKLENBURG 0.13633476 1.6391632205 3.44154499 1.78327971 1.95097228
## MITCHELL -0.54540765 -1.1068666393 -0.51711193 0.49048560 -1.44853890
## MONTGOMERY -0.49068329 -0.0007700371 -0.61251920 0.24091791 -0.46721336
## MOORE 2.44009240 -0.5300262646 -0.51091746 0.12021739 0.05590875
## NASH -0.63421864 0.7945993986 0.30810164 -0.26318083 0.37210295
## NEW HANOVER 1.01812837 0.7480951930 2.85532484 NA NA
## NORTHAMPTON -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ONSLOW 3.29797089 -0.4326286818 0.11385969 NA NA
## ORANGE -0.25643367 -0.6738240723 1.67729917 0.52719711 1.29013338
## PAMLICO -0.27756800 -0.6133900348 -0.63101577 NA NA
## PASQUOTANK -0.59561134 1.6162199173 0.24167597 -0.83067330 -1.55028031
## PENDER -0.32307110 -0.8974724058 -0.62715617 NA NA
## PERQUIMANS -0.66699998 -0.3096469335 -0.70344864 -1.13530295 -1.39802840
## PERSON 1.83651016 -0.0083302524 -0.40086149 0.39533710 0.64970714
## PITT -0.31731781 -0.0724068497 1.23908027 -0.63779280 -0.31802045
## POLK -0.06113608 -1.0054798827 -0.71799231 0.30557541 0.36364253
## RANDOLPH -0.61340370 0.1877666581 0.57764927 1.10220206 0.41645549
## RICHMOND 0.74144204 0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON -0.49219584 1.1225145097 -0.35105459 -0.58761114 0.41582973
## ROCKINGHAM -0.53099515 1.1109891082 0.24477682 0.69193016 0.15580888
## ROWAN 0.90628586 1.0161704153 0.41923161 1.88286674 1.23940433
## RUTHERFORD -0.40305503 0.6793399649 -0.04416178 0.49904003 0.86476888
## SAMPSON -0.48994269 0.2118518872 -0.45890083 -0.75828633 0.40961828
## SCOTLAND -0.39877769 0.0336010080 -0.39881048 -0.06795602 0.33271393
## STANLY -0.39312541 0.0670822711 -0.52892379 0.96231776 0.34948871
## STOKES -0.48921930 -0.8969114006 -0.33667519 0.91178746 -0.03230704
## SURRY -0.37368820 0.5864631443 -0.55118498 0.40382969 -0.32250175
## SWAIN -0.42610230 -1.1145659956 -0.51905141 -0.62604211 -0.84700197
## TRANSYLVANIA -0.32183194 -0.3886707238 0.31142535 -0.41722056 -1.15153171
## TYRRELL -0.70519979 -0.6899332323 -0.76293924 -1.48451138 -1.80168086
## UNION -0.12096644 0.2263286766 0.66611301 0.87403365 1.24137536
## VANCE -0.07756038 0.2502638641 0.06680041 0.05577599 0.61712154
## WAKE 0.99295694 -0.3185729767 2.18623378 0.61482826 1.72786021
## WARREN -0.51074332 -1.1034068117 -0.75125257 -0.33065363 0.22721576
## WASHINGTON -0.57879973 0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA -0.47584878 -1.1836198683 -0.17581308 0.43692845 -1.38719532
## WAYNE -0.65382866 -0.4675997465 -0.02234455 -0.47651172 0.49630212
## WILKES -0.31684422 1.7310747063 -0.33136439 0.19366935 -0.21070069
## WILSON -0.63660855 2.9255496443 0.07110618 -0.19927714 0.42980898
## YADKIN 1.00384839 -0.5322699018 -0.52455960 0.79856206 0.42050642
## YANCEY -0.43129531 -1.1187296011 -0.28995398 0.77760736 -1.44839560
## d_dslpm_2 d_cancr_2 d_pnpl_2 d_ptsdf_2 d_ozone_2
## ALAMANCE 0.54159287 0.19251630 -0.008007687 -0.10238330 0.160894954
## ALEXANDER -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON 1.05648189 1.46264399 0.599301308 0.14771799 1.241140885
## ASHE -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT 0.24022798 0.18968866 2.373085739 0.13288793 0.199953249
## BERTIE 0.84930527 1.21626497 0.240487206 -0.21418362 1.327428984
## BLADEN 0.54443487 0.87024475 0.258247646 -0.14555269 0.815867748
## BRUNSWICK NA NA -0.853228250 -0.78288523 -0.933227943
## BUNCOMBE -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS -1.17759274 -0.86490424 0.408752826 -0.63398339 -0.787775659
## CALDWELL -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CAMDEN -1.11810112 -1.09335875 -0.373640638 -0.43463061 -1.305528255
## CARTERET NA NA -0.497863082 -0.55001641 NA
## CASWELL 0.13695546 0.24962024 0.073884550 -0.25862046 0.255853628
## CATAWBA -0.67746253 -0.69466923 -0.436638558 0.46710984 -0.658430253
## CHATHAM -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN 0.20841104 0.28136512 0.015522093 -0.24486084 0.338656142
## CLAY -0.60842709 -0.93218116 -0.202922568 -0.37151262 -1.020215346
## CLEVELAND 0.09943838 0.00573901 0.217493382 -0.10019157 -0.005311666
## COLUMBUS 0.41146822 0.63715075 0.368017951 0.10587420 0.563557310
## CRAVEN -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## CUMBERLAND NA NA 3.790988314 1.23346975 1.432968711
## CURRITUCK NA NA -0.495769201 -0.38218363 NA
## DARE NA NA -0.172198065 -0.63287151 NA
## DAVIDSON -0.72085222 -0.77017594 -0.251171604 0.05425464 -0.754338695
## DAVIE -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN 1.23896208 1.60547213 0.272157452 -0.13497093 1.554809272
## DURHAM 3.06946256 1.82494832 1.078053694 4.16705600 1.333531370
## EDGECOMBE 1.77581670 1.57395751 0.220347369 0.71257842 1.521766990
## FORSYTH 0.92843387 0.51747980 0.039294168 2.81933032 0.441013018
## FRANKLIN -0.06264564 0.04743296 -0.006420478 -0.31642975 0.048507593
## GASTON -0.30838172 -0.31308150 0.147934978 0.56173396 -0.312034038
## GATES -0.22469445 -0.19153396 -0.091858552 -0.30562092 -0.194243775
## GRAHAM -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE 0.40284162 0.31152759 4.954098794 0.64551831 0.235102495
## GREENE 1.05920534 1.36069505 0.262273043 -0.12428985 1.418393227
## GUILFORD NA NA 0.088469864 5.58645004 0.913716580
## HALIFAX 1.28993909 1.38160926 0.156357452 0.04545381 1.321245791
## HARNETT 0.43604024 0.50147631 0.141941306 -0.18734435 0.447997767
## HAYWOOD -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## HENDERSON NA NA -1.744852074 -1.20469097 -1.237820371
## HERTFORD 1.25670845 1.62717076 0.258241034 0.27860903 1.674905079
## HOKE NA NA 1.617013815 -0.03942649 2.199372639
## HYDE NA NA 0.021869257 -0.28080114 NA
## IREDELL -1.37927828 -1.11526164 0.065408736 -0.34437669 -1.006162274
## JACKSON -0.44176144 -0.47469758 -0.471324900 -0.44023278 -0.557346337
## JOHNSTON -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## JONES 0.40574923 0.72481446 0.251586886 -0.23400067 0.697872585
## LEE 0.80529919 0.68478907 0.117478735 1.61551355 0.597385646
## LENOIR 1.03048134 0.99624490 0.172517652 0.02474698 0.996208371
## LINCOLN -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL 0.44722931 0.55990244 0.146851578 -0.26039991 0.615490275
## MECKLENBURG NA NA 0.681097453 3.09945441 0.716510062
## MITCHELL -0.68015044 -0.79596880 -0.285650029 -0.51470349 -1.068520232
## MONTGOMERY 0.29313164 0.49106846 0.131473699 -0.21807359 0.418089889
## MOORE -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH 0.89405934 0.65242108 0.059739072 0.56160012 0.620649938
## NEW HANOVER NA NA -0.002741639 0.13758055 NA
## NORTHAMPTON 0.90062101 1.09795529 0.101458204 -0.12752146 1.065874166
## ONSLOW NA NA 2.775345509 0.32123965 NA
## ORANGE -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PAMLICO NA NA -0.191128031 -0.27418643 NA
## PASQUOTANK 0.65731721 0.41347347 0.063195777 0.76326483 0.482084708
## PENDER NA NA -0.424776942 -0.59188553 NA
## PERQUIMANS -0.23769632 -0.19901386 -0.081032679 -0.32365187 -0.220149551
## PERSON 0.13425522 -0.03468539 1.332880371 0.08026645 -0.044528371
## PITT 1.37050764 0.99768693 0.409280644 2.51548304 1.005463405
## POLK -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND 0.65063562 0.80234761 0.802873117 0.01864683 0.683003892
## ROBESON 2.89430189 3.03661251 0.784617404 0.46308202 2.765862652
## ROCKINGHAM -0.19337146 -0.19049285 -0.060734585 -0.07981207 -0.187915880
## ROWAN -0.16465185 -0.30572703 0.031684567 0.29330786 -0.307832142
## RUTHERFORD -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON 0.81555549 1.13475711 0.233738490 0.12828506 1.081550618
## SCOTLAND 1.42383162 1.77259883 0.493370782 0.26983792 1.500403113
## STANLY -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## SWAIN NA NA 0.246087002 -0.27390230 0.518417336
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## TYRRELL 0.26762975 0.39946077 0.031660963 -0.25989055 0.503622728
## UNION -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE 1.83984494 1.82430992 0.926559608 0.91617909 1.663449592
## WAKE -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WARREN 1.17621419 1.56756222 0.400793041 -0.20961961 1.509088290
## WASHINGTON 0.44710781 0.64899558 0.147536183 -0.22978926 0.741203318
## WATAUGA -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE 1.13114419 1.12897770 0.102953937 0.82348811 0.999848001
## WILKES -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON 1.57153369 1.26321898 0.146729641 0.29705925 1.177465237
## YADKIN -0.65382397 -0.66847235 -0.784921951 -0.36798861 -0.678762050
## YANCEY -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
## d_pm25_2 region arealand areawater npl_cnt
## ALAMANCE 0.14707431 NaN -0.834545757 -0.20707231 -0.43775435
## ALEXANDER -1.06191144 NaN -0.365374018 -0.20336850 -0.43775435
## ALLEGHANY -0.34379575 NaN 0.328343365 -0.20478671 -0.43775435
## ANSON 1.20419473 NaN 0.769489687 -0.19384627 -0.43775435
## ASHE -0.96370154 NaN 0.196678409 -0.20402142 3.21361669
## AVERY -0.57618873 NaN -0.059067083 -0.21265574 -0.43775435
## BEAUFORT 0.17341199 NaN 0.491319505 0.03255237 1.85739316
## BERTIE 1.26888571 NaN 1.232149603 -0.07486345 -0.43775435
## BLADEN 0.83545054 NaN 0.786029195 -0.18632318 -0.43775435
## BRUNSWICK -0.95005805 NaN -0.457896729 -0.06695762 1.34736038
## BUNCOMBE -1.11314654 NaN -0.800393197 -0.21188788 1.12711895
## BURKE -0.61640781 NaN -0.504724122 -0.20429134 -0.43775435
## CABARRUS -0.81138560 NaN -0.828204332 -0.21146970 0.41682185
## CALDWELL -0.84302939 NaN -0.578691532 -0.21047983 -0.43775435
## CAMDEN -1.19456777 NaN 1.569582455 0.55311104 -0.43775435
## CARTERET NA NaN -0.615841754 0.53819299 -0.43775435
## CASWELL 0.23611939 NaN 0.482100932 -0.20116871 -0.43775435
## CATAWBA -0.70799113 NaN -0.802908679 -0.20322023 -0.43775435
## CHATHAM -1.03232138 NaN 0.207055054 -0.16211760 -0.43775435
## CHEROKEE -0.92086591 NaN 0.353694045 -0.17850877 -0.43775435
## CHOWAN 0.29599979 NaN -0.266054507 0.07314443 -0.43775435
## CLAY -1.03587837 NaN 0.950938593 -0.15888632 -0.43775435
## CLEVELAND -0.02087357 NaN -0.683477080 -0.20999889 0.60549452
## COLUMBUS 0.58019700 NaN 0.238989406 -0.18974009 1.27139805
## CRAVEN -0.20783794 NaN -0.351610181 -0.14483740 0.81740444
## CUMBERLAND 1.49658356 NaN -0.861079725 -0.21137222 0.38614475
## CURRITUCK NA NaN 0.073622529 0.94625169 -0.43775435
## DARE NA NaN -0.289683996 2.16756344 -0.43775435
## DAVIDSON -0.75494771 NaN -0.743513588 -0.20455693 -0.43775435
## DAVIE -1.55112952 NaN -0.384238594 -0.20584725 -0.43775435
## DUPLIN 1.61522210 NaN 0.504046521 -0.20276248 -0.43775435
## DURHAM 1.44171445 NaN -0.958696694 -0.20845764 -0.43775435
## EDGECOMBE 1.52665866 NaN -0.370592730 -0.21135572 -0.43775435
## FORSYTH 0.40070479 NaN -0.971550595 -0.21213101 -0.43775435
## FRANKLIN 0.02668737 NaN 0.002826467 -0.20728634 -0.43775435
## GASTON -0.35052231 NaN -0.946516334 -0.21033481 1.41959046
## GATES -0.20853545 NaN 1.172714924 -0.17961118 -0.43775435
## GRAHAM -0.38065412 NaN 1.333910858 -0.13381958 -0.43775435
## GRANVILLE 0.22602618 NaN 0.018146839 -0.20185370 4.58288083
## GREENE 1.42240837 NaN 0.275968704 -0.21098455 -0.43775435
## GUILFORD 0.86397444 NaN -0.936202160 -0.21071704 -0.43775435
## HALIFAX 1.32278802 NaN -0.143009532 -0.20493570 -0.43775435
## HARNETT 0.45787071 NaN -0.436766358 -0.20654930 -0.43775435
## HAYWOOD -1.18541869 NaN -0.319037045 -0.21207245 2.90933577
## HENDERSON -1.18847067 NaN -0.739698682 -0.21140951 0.67794235
## HERTFORD 1.62223765 NaN 0.148117210 -0.18832121 -0.43775435
## HOKE 2.24152143 NaN -0.049393346 -0.20934299 -0.43775435
## HYDE NA NaN 5.674993783 9.06729234 -0.43775435
## IREDELL -1.05506184 NaN -0.743199935 -0.19971608 0.99671284
## JACKSON -0.55721156 NaN 0.168278148 -0.20383617 -0.43775435
## JOHNSTON -0.40394277 NaN -0.458955122 -0.20986697 -0.43775435
## JONES 0.67833190 NaN 3.376171617 -0.19148229 -0.43775435
## LEE 0.60694252 NaN -0.626206597 -0.20600192 -0.43775435
## LENOIR 0.98841279 NaN -0.520417855 -0.21017472 -0.43775435
## LINCOLN -1.32322119 NaN -0.690882007 -0.20149685 -0.43775435
## MACON -0.78006731 NaN -0.142930960 -0.20191393 -0.43775435
## MADISON -0.90253032 NaN 0.136606430 -0.20375672 -0.43775435
## MARTIN -1.13989292 NaN 0.778051469 -0.20568008 -0.43775435
## MCDOWELL 0.57901497 NaN 0.356495354 -0.21245964 -0.43775435
## MECKLENBURG 0.72308210 NaN -1.020201811 -0.21069329 -0.29301532
## MITCHELL -0.94236281 NaN -0.036215645 -0.21040968 -0.43775435
## MONTGOMERY 0.36614948 NaN 0.396721249 -0.18344596 -0.43775435
## MOORE -1.10988917 NaN -0.272192049 -0.20413176 3.79014896
## NASH 0.62062730 NaN -0.532118616 -0.21094905 -0.43775435
## NEW HANOVER NA NaN -0.976611190 -0.13846857 0.23166367
## NORTHAMPTON 1.05805962 NaN 0.532517714 -0.17178179 -0.43775435
## ONSLOW NA NaN -0.557122739 -0.11522645 1.23579071
## ORANGE -0.77412768 NaN -0.731696581 -0.21035767 -0.43775435
## PAMLICO NA NaN 0.631305150 0.92551665 -0.43775435
## PASQUOTANK 0.40859627 NaN -0.504860846 -0.05539884 -0.43775435
## PENDER NA NaN 0.720248215 -0.08415336 -0.43775435
## PERQUIMANS -0.22835817 NaN 0.281062691 0.23487093 -0.43775435
## PERSON -0.06779035 NaN -0.083489394 -0.18287358 2.65186730
## PITT 0.97824027 NaN -0.632701501 -0.21118084 -0.43775435
## POLK -1.44081133 NaN 0.228879650 -0.20920649 -0.43775435
## RANDOLPH -0.65011436 NaN -0.480323019 -0.20751599 -0.43775435
## RICHMOND 0.65196018 NaN -0.317630234 -0.20373942 1.52151791
## ROBESON 2.88169559 NaN -0.369889974 -0.21189763 -0.43775435
## ROCKINGHAM -0.19769661 NaN -0.539861627 -0.20656857 -0.43775435
## ROWAN -0.32710034 NaN -0.722371776 -0.20465464 0.41682185
## RUTHERFORD -0.59536847 NaN -0.362653431 -0.21107087 -0.43775435
## SAMPSON 1.12700698 NaN 0.308891900 -0.21058404 -0.43775435
## SCOTLAND 1.50863725 NaN -0.299998875 -0.20974922 -0.43775435
## STANLY -0.74468719 NaN -0.513897107 -0.19942834 -0.43775435
## STOKES -1.42824365 NaN -0.123581246 -0.19895906 -0.43775435
## SURRY -0.55584594 NaN -0.483650396 -0.20891337 -0.43775435
## SWAIN 0.43168784 NaN 1.829317957 -0.14476947 -0.43775435
## TRANSYLVANIA -0.97099571 NaN -0.080337289 -0.20817212 -0.43775435
## TYRRELL 0.43351026 NaN 4.092415028 2.50143335 -0.43775435
## UNION -1.61810220 NaN -0.675932054 -0.20892103 -0.43775435
## VANCE 1.70079872 NaN -0.576223096 -0.18090348 -0.43775435
## WAKE -0.72067738 NaN -0.961177321 -0.21012158 0.09189507
## WARREN 1.52449601 NaN 0.811621841 -0.14680105 -0.43775435
## WASHINGTON 0.68279628 NaN 0.446954465 0.11721287 -0.43775435
## WATAUGA -0.86298958 NaN -0.415346315 -0.21145205 -0.43775435
## WAYNE 1.03479845 NaN -0.593629014 -0.21002582 -0.43775435
## WILKES -0.69757818 NaN -0.139983273 -0.21007464 -0.43775435
## WILSON 1.19466978 NaN -0.640138282 -0.20674536 -0.43775435
## YADKIN -0.68669136 NaN -0.290583001 -0.20680345 2.43118004
## YANCEY -0.78424798 NaN 0.509521564 -0.21038457 -0.43775435
## tsdf_cnt shape_length shape_area
## ALAMANCE 0.318872389 -1.004614926 -0.570739709
## ALEXANDER -0.628462442 -0.247982846 -0.309803626
## ALLEGHANY -1.240170076 0.491340833 0.084238178
## ANSON -0.467486749 0.533792116 0.298876995
## ASHE 0.094464762 0.621000504 0.009792536
## AVERY -1.240170076 0.371453730 -0.143457939
## BEAUFORT -0.820713413 0.340911248 0.284172306
## BERTIE -0.506120915 1.140111892 0.649596214
## BLADEN -0.293009869 0.630311176 0.303099794
## BRUNSWICK 0.391050281 -0.510881985 -0.304036519
## BUNCOMBE 1.238437479 -0.881475362 -0.556184260
## BURKE 0.531672726 -0.498977247 -0.388721264
## CABARRUS 0.633997994 -1.066718248 -0.571982807
## CALDWELL 2.074890649 -0.679360962 -0.431435266
## CAMDEN -1.240170076 1.730298210 1.200811811
## CARTERET -0.628462442 -0.337150890 -0.052951600
## CASWELL -1.240170076 0.521776108 0.170289104
## CATAWBA 2.314173228 -0.882699399 -0.552577113
## CHATHAM -0.401256749 0.198116582 0.025501297
## CHEROKEE 0.158018802 0.633198385 0.085796213
## CHOWAN -1.240170076 0.014587738 -0.097867343
## CLAY -1.240170076 1.110120758 0.418134268
## CLEVELAND 0.285126881 -0.714674750 -0.492521571
## COLUMBUS -0.303086041 0.147238464 0.002483129
## CRAVEN -0.551998988 -0.438699215 -0.278306379
## CUMBERLAND -0.110863675 -1.112983200 -0.590862701
## CURRITUCK -1.240170076 1.293404201 0.587141868
## DARE -0.322608625 0.821384240 1.040224736
## DAVIDSON 0.391050281 -0.822743479 -0.520073488
## DAVIE -0.065691419 -0.242226375 -0.321530179
## DUPLIN -0.808376452 0.545875870 0.149929092
## DURHAM 2.502041331 -1.235448270 -0.640356895
## EDGECOMBE -0.615447386 -0.423063400 -0.317212035
## FORSYTH 1.599361656 -1.272893626 -0.649383282
## FRANKLIN 0.717294352 0.163158097 -0.106020664
## GASTON 0.796498115 -1.176103576 -0.636061049
## GATES -1.240170076 1.294733302 0.570402989
## GRAHAM 0.594952826 1.270647421 0.648689061
## GRANVILLE 1.971295002 -0.031018608 -0.091011577
## GREENE -1.240170076 0.502453166 0.032315528
## GUILFORD 2.530630406 -1.232231086 -0.629058691
## HALIFAX -0.664445244 -0.250853411 -0.183307771
## HARNETT -0.758826364 -0.388545948 -0.355942192
## HAYWOOD -0.628462442 -0.386225985 -0.292858921
## HENDERSON 1.002757915 -0.763241984 -0.523910527
## HERTFORD 0.305196578 0.236667229 -0.009904929
## HOKE -1.240170076 -0.287568870 -0.151112951
## HYDE -1.240170076 5.504819980 8.075111099
## IREDELL 0.594952826 -0.843780764 -0.517148468
## JACKSON -0.675516875 0.271039588 -0.025960778
## JOHNSTON 0.158018802 -0.383091111 -0.368600293
## JONES -1.240170076 3.009570357 1.710456544
## LEE 1.934096564 -0.723768701 -0.458256103
## LENOIR 0.009275304 -0.547612924 -0.404515822
## LINCOLN 1.108787238 -0.707358404 -0.491072384
## MACON 0.654150339 0.001205813 -0.189180064
## MADISON -1.240170076 0.225651756 -0.045386389
## MARTIN -0.322608625 0.883408796 0.319251982
## MCDOWELL -1.240170076 0.510569931 0.082565186
## MECKLENBURG 1.378599902 -1.397887086 -0.676396884
## MITCHELL -0.191528418 0.347444959 -0.130452234
## MONTGOMERY -0.572852657 0.480313017 0.110406818
## MOORE -0.467486749 -0.308486478 -0.265527414
## NASH 0.792581446 -0.582029322 -0.405825418
## NEW HANOVER 2.307734200 -1.196041332 -0.615662386
## NORTHAMPTON -0.572852657 0.681602573 0.215617895
## ONSLOW -0.016754808 -0.679049113 -0.376824363
## ORANGE 0.130055024 -0.914013746 -0.515467589
## PAMLICO -0.110863675 0.960102942 0.839466233
## PASQUOTANK 0.453789526 -0.631161903 -0.301004457
## PENDER -0.781389350 0.669304034 0.320501727
## PERQUIMANS -0.016754808 0.497336451 0.297846450
## PERSON -0.675516875 -0.275084353 -0.135809870
## PITT 1.359587368 -0.784158934 -0.463933171
## POLK -1.240170076 0.478992829 0.003921703
## RANDOLPH 0.808339210 -0.483520731 -0.377405731
## RICHMOND -0.882097314 -0.546654085 -0.293167956
## ROBESON -0.406023302 -0.342952452 -0.329227571
## ROCKINGHAM 1.100276523 -0.505100704 -0.404351970
## ROWAN 0.633997994 -0.890402779 -0.509257528
## RUTHERFORD 0.171462925 -0.408967601 -0.317690388
## SAMPSON -0.913926004 0.296646237 0.041406525
## SCOTLAND 0.391050281 -0.440327524 -0.288602261
## STANLY -0.282714649 -0.542800059 -0.394524569
## STOKES -0.293009869 0.101912849 -0.167127224
## SURRY -0.493679404 -0.374739388 -0.374067373
## SWAIN -0.016754808 1.284892227 0.918116029
## TRANSYLVANIA 1.696026566 0.054430987 -0.164750793
## TYRRELL -1.240170076 2.980738642 3.653548900
## UNION 1.610506276 -0.806133576 -0.489699968
## VANCE -0.350413517 -0.667579270 -0.410475601
## WAKE 1.147506315 -1.264027586 -0.643084940
## WARREN -1.240170076 0.884737703 0.385311410
## WASHINGTON -1.240170076 0.391475220 0.315462626
## WATAUGA -0.293009869 -0.104195162 -0.339018720
## WAYNE -0.457184304 -0.634007708 -0.443398130
## WILKES -0.132171343 -0.054790683 -0.185189481
## WILSON 0.628318697 -0.779954595 -0.464878472
## YADKIN -0.715849247 -0.254633806 -0.267708420
## YANCEY 1.018442726 0.833917367 0.169358183ej.scaled## per_tested num_high_lead per_highlead_h fips bf_acreage
## ALAMANCE -0.88410296 1.43983603 -1.44746761 -1.70622042 0.004331364
## ALEXANDER 0.68669397 -0.56838836 -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY -1.70237856 -0.69009893 0.38840094 -1.63728222 -0.313485055
## ANSON -1.67315443 -0.44667779 2.10952771 -1.60281312 -0.295068874
## ASHE 0.01453900 -0.75095421 -1.47615306 -1.56834402 -0.313485055
## AVERY 0.18257774 -0.56838836 0.96210986 -1.53387492 -0.308258594
## BEAUFORT 1.02277145 -0.44667779 -0.47216244 -1.49940582 -0.138494723
## BERTIE 1.00815938 -0.56838836 0.10154648 -1.46493672 NA
## BLADEN 0.40906474 -0.38582250 0.38840094 -1.43046762 NA
## BRUNSWICK -0.18272387 -0.56838836 -1.04587136 -1.39599852 -0.067823086
## BUNCOMBE -0.12427561 0.40529619 -0.61558967 -1.36152943 0.379309338
## BURKE 1.00085335 0.22273034 0.24497371 -1.32706033 -0.122147159
## CABARRUS -0.89871502 0.52700676 -0.32873521 -1.29259123 -0.155290793
## CALDWELL 0.46020697 -0.14240137 -0.18530798 -1.25812213 -0.210411191
## CAMDEN -0.40190483 -0.69009893 -0.18530798 -1.22365303 NA
## CARTERET 0.18257774 -0.32496722 -0.04188075 -1.18918393 -0.296237734
## CASWELL 0.09490536 -0.50753307 0.67525540 -1.15471483 NA
## CATAWBA 0.21910791 -0.02069080 -0.61558967 -1.12024573 -0.156766284
## CHATHAM -0.92793915 -0.56838836 -0.75901690 -1.08577663 0.159392495
## CHEROKEE -0.08774545 -0.69009893 -1.04587136 -1.05130753 -0.313485055
## CHOWAN 0.12412949 -0.69009893 -0.61558967 -1.01683843 -0.230209501
## CLAY -0.46765912 -0.75095421 -1.47615306 -0.98236933 NA
## CLEVELAND 0.86203874 0.10101977 -0.18530798 -0.94790023 -0.141707486
## COLUMBUS 0.42367681 -0.14240137 0.38840094 -0.91343113 NA
## CRAVEN 1.05199558 0.22273034 -0.32873521 -0.87896203 -0.228818219
## CUMBERLAND -2.36722749 2.10924416 0.53182817 -0.84449293 -0.077232547
## CURRITUCK -2.22841288 -0.69009893 -0.61558967 -0.81002384 -0.308725405
## DARE -1.15442615 -0.69009893 -1.04587136 -0.77555474 NA
## DAVIDSON 0.93509906 1.19641489 0.24497371 -0.74108564 -0.278748769
## DAVIE 0.37253458 -0.32496722 0.53182817 -0.70661654 -0.297100878
## DUPLIN 0.83281461 -0.44667779 -0.75901690 -0.67214744 -0.185139285
## DURHAM -0.54802548 0.64871733 -0.75901690 -0.63767834 0.237847074
## EDGECOMBE 0.54057332 -0.26411193 -0.18530798 -0.60320924 -0.269842733
## FORSYTH 0.08759933 3.02207343 0.10154648 -0.56874014 0.763499064
## FRANKLIN -0.12427561 -0.50753307 -0.75901690 -0.53427104 -0.287169687
## GASTON -1.58548205 0.16187506 -0.47216244 -0.49980194 0.084687056
## GATES -0.70145215 -0.69009893 -0.04188075 -0.46533284 NA
## GRAHAM -0.56263754 -0.75095421 -1.47615306 -0.43086374 -0.279188121
## GRANVILLE -0.27770228 -0.69009893 -1.33272583 -0.39639464 -0.283297895
## GREENE 0.92779303 -0.56838836 -0.04188075 -0.36192554 NA
## GUILFORD 0.65016381 3.75233684 -0.32873521 -0.32745644 0.279542515
## HALIFAX 1.05199558 0.28358563 1.39239155 -0.29298734 0.014171023
## HARNETT -0.95716328 0.83128319 0.53182817 -0.25851825 -0.262035078
## HAYWOOD 0.37984061 -0.50753307 -0.75901690 -0.22404915 -0.276478782
## HENDERSON -0.32884451 0.04016449 0.10154648 -0.18958005 -0.044397375
## HERTFORD 0.86934477 -0.38582250 1.10553709 -0.15511095 NA
## HOKE -1.00830550 -0.26411193 -0.04188075 -0.12064185 NA
## HYDE 0.21910791 -0.69009893 1.67924601 -0.08617275 NA
## IREDELL -0.56994357 0.10101977 -0.47216244 -0.05170365 -0.196049865
## JACKSON 0.32869839 -0.56838836 -0.61558967 -0.01723455 NA
## JOHNSTON -0.63569786 -0.08154608 -0.90244413 0.01723455 -0.244808809
## JONES 0.61363364 -0.75095421 -1.47615306 0.05170365 NA
## LEE 0.40175871 -0.02069080 0.10154648 0.08617275 -0.257806313
## LENOIR 1.30040067 0.28358563 0.96210986 0.12064185 -0.262007618
## LINCOLN -1.71699063 -0.38582250 -0.18530798 0.15511095 -0.225728108
## MACON -0.06582735 -0.44667779 0.24497371 0.18958005 -0.299489855
## MADISON 0.22641394 -0.56838836 0.24497371 0.22404915 -0.311608654
## MARTIN 1.30040067 -0.44667779 0.38840094 0.25851825 -0.284588492
## MCDOWELL 0.21180187 -0.32496722 0.24497371 0.29298734 -0.178475776
## MECKLENBURG -2.11151637 3.63062627 -0.47216244 0.32745644 8.221215738
## MITCHELL -2.33069733 -0.75095421 -1.47615306 0.36192554 NA
## MONTGOMERY 1.90680134 -0.14240137 1.53581878 0.39639464 -0.310235679
## MOORE 1.05930161 0.04016449 -0.47216244 0.43086374 -0.259087757
## NASH 1.05199558 0.77042790 0.67525540 0.46533284 0.036422383
## NEW HANOVER 0.46751300 1.31812546 0.10154648 0.49980194 1.145676923
## NORTHAMPTON 0.51865523 -0.56838836 0.24497371 0.53427104 -0.306986303
## ONSLOW -0.13888767 1.80496774 -0.18530798 0.56874014 NA
## ORANGE -0.85487883 -0.38582250 -0.75901690 0.60320924 -0.187931002
## PAMLICO 2.71777092 -0.69009893 -0.61558967 0.63767834 NA
## PASQUOTANK 1.18350416 -0.14240137 0.38840094 0.67214744 NA
## PENDER 0.46020697 -0.50753307 -0.75901690 0.70661654 0.059277852
## PERQUIMANS 0.73053016 -0.56838836 0.96210986 0.74108564 NA
## PERSON -1.60009411 -0.32496722 1.53581878 0.77555474 -0.289970557
## PITT 0.02184504 -0.02069080 -0.75901690 0.81002384 -0.237989697
## POLK -1.43205537 -0.69009893 -0.32873521 0.84449293 -0.266822187
## RANDOLPH 0.66477587 0.70957262 0.10154648 0.87896203 -0.216214302
## RICHMOND 1.23464638 0.34444091 1.39239155 0.91343113 -0.304331883
## ROBESON 0.73053016 0.46615148 -0.32873521 0.94790023 0.240409962
## ROCKINGHAM -0.18272387 0.28358563 0.81868263 0.98236933 NA
## ROWAN 0.13143552 0.70957262 0.24497371 1.01683843 0.358467567
## RUTHERFORD -2.19188272 -0.62924364 -0.75901690 1.05130753 -0.161359345
## SAMPSON 1.38807306 0.10101977 -0.04188075 1.08577663 -0.279700699
## SCOTLAND 0.91318096 -0.14240137 0.67525540 1.12024573 0.769573108
## STANLY 1.15428003 0.22273034 0.67525540 1.15471483 -0.296158101
## STOKES -0.17541783 -0.32496722 0.67525540 1.18918393 -0.307773476
## SURRY -0.62839183 0.46615148 2.10952771 1.22365303 -0.160892534
## SWAIN 0.39445268 -0.56838836 0.67525540 1.25812213 -0.294721053
## TRANSYLVANIA 0.48943110 -0.56838836 -0.32873521 1.29259123 0.870596662
## TYRRELL -0.68684009 -0.62924364 6.12549016 1.32706033 NA
## UNION -2.05306811 -0.14240137 -0.61558967 1.36152943 -0.076147896
## VANCE -0.67953406 -0.50753307 -0.47216244 1.39599852 -0.277842605
## WAKE -0.84026676 5.21286367 -0.32873521 1.43046762 0.918577586
## WARREN 0.45290094 -0.50753307 0.96210986 1.46493672 NA
## WASHINGTON -0.07313338 -0.69009893 -0.61558967 1.49940582 -0.291517443
## WATAUGA 1.10313780 -0.38582250 -0.04188075 1.53387492 -0.277897524
## WAYNE 0.13874155 -0.02069080 -0.61558967 1.56834402 -0.227024197
## WILKES 0.56979745 -0.32496722 -0.47216244 1.60281312 -0.287535814
## WILSON 1.13236193 0.52700676 0.53182817 1.63728222 -0.269202011
## YADKIN -0.43843499 -0.50753307 -0.18530798 1.67175132 NA
## YANCEY -1.00830550 -0.62924364 0.24497371 1.70622042 -0.240561738
## objectid id acstotpop acsipovbas acseducbas
## ALAMANCE -1.587674886 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER -1.550973320 -1.679863730 0.24405742 0.211718117 0.45702447
## ALLEGHANY -1.541597008 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON -1.533560169 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE -1.522576489 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY -1.512396493 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT -1.498733866 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BERTIE -1.483999661 -1.457295889 -1.40672860 -1.484137746 -1.39413054
## BLADEN -1.470337035 -1.423012412 -1.09257575 -1.017523130 -1.14409301
## BRUNSWICK -1.437921784 -1.404394211 -0.15683255 -0.059981613 0.39776518
## BUNCOMBE -1.372555492 -1.370440686 0.55350341 0.569888246 0.91133259
## BURKE -1.315761829 -1.335665393 0.24444822 0.242772331 0.43113102
## CABARRUS -1.275041845 -1.300852369 1.98847498 2.086895550 1.90171683
## CALDWELL -1.233250281 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CAMDEN -1.215033446 -1.216295482 0.81303764 0.956033415 0.91761991
## CARTERET -1.194137664 -1.181477196 -1.47978165 -1.418422756 -1.41878867
## CASWELL -1.170027147 -1.147728456 -0.58351694 -0.606700095 -0.43957473
## CATAWBA -1.139755053 -1.129112939 0.54575400 0.599701222 0.57678978
## CHATHAM -1.104928750 -1.094496593 1.55258833 1.634761649 2.10943696
## CHEROKEE -1.089926651 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN -1.080550338 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLAY -1.074924551 -0.975119280 0.23846911 0.363186632 0.80083319
## CLEVELAND -1.052421401 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## COLUMBUS -1.019202467 -0.906545652 -0.77638263 -0.845981505 -0.86277216
## CRAVEN -0.989466162 -0.871576525 0.43133100 0.323919951 0.17189396
## CUMBERLAND -0.920081451 -0.853458045 0.70172574 0.605640258 0.15449471
## CURRITUCK -0.863823577 -0.816308810 0.75035111 0.856364175 0.95925295
## DARE -0.851232529 -0.768027672 -1.01275031 -0.909098724 -0.88657829
## DAVIDSON -0.813727280 -0.749258894 0.17983541 0.248139727 0.23352823
## DAVIE -0.778097293 -0.714473258 0.63308927 0.736209011 0.85295311
## DUPLIN -0.762291510 -0.679845863 0.80119539 0.884907376 0.74895777
## DURHAM -0.712195213 -0.646814433 1.57878903 1.468819393 1.67929722
## EDGECOMBE -0.658616285 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH -0.580926841 -0.577995121 0.19282213 0.202303876 0.02124225
## FRANKLIN -0.507791605 -0.542548503 2.04795261 2.044113938 2.27651603
## GASTON -0.453408994 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GATES -0.404384275 -0.457969308 -0.89753456 -0.795325694 -0.87850291
## GRAHAM -0.399562172 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE -0.388846386 -0.389057471 1.10154925 0.990568906 1.31590536
## GREENE -0.376791128 -0.354953000 0.44695998 0.045981888 0.62834818
## GUILFORD -0.295083263 -0.336571510 0.96489613 0.935972082 0.84201485
## HALIFAX -0.203195403 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT -0.173191204 -0.266740218 1.97093175 1.953445006 1.69828195
## HAYWOOD -0.143990688 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## HENDERSON -0.111843332 -0.183002938 0.33618615 0.416528055 0.72427617
## HERTFORD -0.087464920 -0.148229980 -0.56145326 -0.779604011 -0.65799639
## HOKE -0.075677556 -0.113425667 1.94898003 1.905385397 1.65537018
## HYDE -0.067372822 -0.079439896 -1.65055289 -1.846732668 -1.79650352
## IREDELL -0.035761255 -0.060187717 0.22585625 0.316367651 0.17116760
## JACKSON 0.001208205 -0.010431040 0.47395741 0.179298882 0.09367096
## JOHNSTON 0.030676615 0.008371874 2.37685845 2.468148322 2.33210651
## JONES 0.055055027 0.057974393 -0.22865072 -0.114245508 0.09874559
## LEE 0.066842391 0.077099762 0.47328248 0.535089609 0.33317512
## LENOIR 0.089345540 0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN 0.115331320 0.146700454 0.48445491 0.574076436 0.66928918
## MACON 0.137030786 0.196655951 -0.02354282 0.007790672 0.15908142
## MADISON 0.152836569 0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN 0.164623933 0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL 0.174536035 0.300013523 -1.06860292 -0.973482525 -1.09646682
## MECKLENBURG 0.328843346 0.317915592 1.27660075 1.343287862 1.20165323
## MITCHELL 0.481275394 0.368574588 -1.13740352 -1.106290345 -1.06547561
## MONTGOMERY 0.490919601 0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE 0.512083277 0.437487977 0.62742044 0.707469983 0.93235393
## NASH 0.544766423 0.455751552 -0.04965775 -0.007162906 -0.11206474
## NEW HANOVER 0.594326931 0.490496753 1.18572030 1.162888988 1.21618944
## NORTHAMPTON 0.632367969 0.540325920 -1.59582515 -1.600315460 -1.60283954
## ONSLOW 0.663979536 0.559125508 1.62830380 1.148581868 0.27139055
## ORANGE 0.709789519 0.593574368 1.29466131 1.003413274 0.80312107
## PAMLICO 0.733364247 0.644254961 -1.41271303 -1.461910663 -1.21145682
## PASQUOTANK 0.743812138 0.678832956 0.16157464 0.020387756 0.06330203
## PENDER 0.759350027 0.712632828 1.11489329 1.144083936 1.34880504
## PERQUIMANS 0.771137391 0.747046131 -0.99907115 -0.917077931 -0.83862452
## PERSON 0.781317387 0.781503476 0.14200151 0.211149358 0.26760210
## PITT 0.814000533 0.800119388 1.12439863 1.059485848 0.45627675
## POLK 0.842933153 0.850407796 0.70677276 0.772419211 1.43005726
## RANDOLPH 0.869186828 0.869542064 0.58238140 0.661677521 0.61626910
## RICHMOND 0.903209447 0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON 0.937767855 0.954472307 0.15561782 0.169539503 -0.21387511
## ROCKINGHAM 0.979827313 0.973074015 -0.41070404 -0.343635823 -0.33175281
## ROWAN 1.023494139 1.007705238 0.06428816 0.066200648 0.00796831
## RUTHERFORD 1.062606756 1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON 1.088592535 1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND 1.107880949 1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY 1.127437258 1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES 1.148065145 1.180305204 0.05155648 0.132961576 0.31514744
## SURRY 1.172175662 1.229578136 -0.70533078 -0.630655646 -0.76158487
## SWAIN 1.191196181 1.264483550 -0.80530834 -0.728041563 -0.94111199
## TRANSYLVANIA 1.201108283 1.298996943 -0.35874234 -0.352403870 -0.01665108
## TYRRELL 1.209145122 1.333446237 -1.87000451 -2.167626217 -1.70972814
## UNION 1.238077743 1.351714989 2.15766659 2.233343170 1.82002536
## VANCE 1.274511413 1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE 1.405243996 1.421253533 2.44784241 2.463992051 2.43641174
## WARREN 1.531154475 1.471090499 -0.37332695 -0.431942093 -0.27251085
## WASHINGTON 1.539191314 1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA 1.551514468 1.539486693 0.82632468 0.421083627 -0.08898791
## WAYNE 1.579911299 1.558096930 0.55622758 0.563922201 0.36681955
## WILKES 1.614201813 1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON 1.643134433 1.627004518 0.04579453 0.096185685 -0.06459216
## YADKIN 1.665369688 1.662310074 -0.34511731 -0.252616327 -0.32014844
## YANCEY 1.676353368 1.712438555 -0.30469348 -0.210186943 -0.04271315
## acstothh acstothu minorpop minorpct lowincome
## ALAMANCE -0.045717388 -0.69541681 0.120161568 0.27124268 -0.034519893
## ALEXANDER -0.004650632 -0.23633285 -0.955061509 -1.02232047 0.246816101
## ALLEGHANY -1.191069112 0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON -0.604288283 -0.74433419 0.960542362 1.35042427 0.236003797
## ASHE -0.301975983 0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY -1.358230537 1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT -0.170459829 0.16381607 -0.029632812 0.37585340 0.154602322
## BERTIE -1.467214596 -1.56569119 0.629732895 1.57186151 -0.813108302
## BLADEN -1.029327891 -0.97742940 0.086926722 0.78239681 0.018435108
## BRUNSWICK 0.255482889 1.73099083 -0.761226421 -0.94859987 -1.014910502
## BUNCOMBE 1.041081256 0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE 0.215584722 -0.06122462 -0.666965925 -0.87147401 0.651532813
## CABARRUS 1.664577534 0.78886383 0.863996433 0.11021583 0.368679492
## CALDWELL -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CAMDEN 0.566872628 -0.08775103 -0.460373029 -0.87984360 -0.479144885
## CARTERET -1.352534097 -0.16740015 -1.215093897 -1.07701110 -2.306686692
## CASWELL -0.559730560 -0.82380547 0.075415097 0.40298716 -0.736441505
## CATAWBA 0.599126287 0.04027293 -0.254691480 -0.44791069 0.257321089
## CHATHAM 2.052893509 1.28097260 0.351139560 -0.27565072 0.213928385
## CHEROKEE -0.049651671 1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN -1.225115048 -1.36097846 -0.221452013 0.06192854 -1.048398396
## CLAY 1.275613821 2.27201457 -1.334597054 -1.46938481 1.024962050
## CLEVELAND -0.789107423 -1.05192106 -0.463994337 -0.16214476 0.072704390
## COLUMBUS -0.826242496 -1.10371025 0.062613672 0.43884865 -0.083382405
## CRAVEN 0.560750423 0.10909092 0.283301687 0.29283441 -0.157019725
## CUMBERLAND 0.555944136 0.21271888 1.733875010 1.36106494 1.048268047
## CURRITUCK 0.881457071 2.22328999 -0.893501603 -1.20154049 -0.683937803
## DARE -0.759135331 2.51148948 -1.184754297 -1.28111550 -1.969073889
## DAVIDSON 0.286787863 -0.20315376 -0.617274827 -0.56446695 0.173749241
## DAVIE 0.572172079 0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN 0.577733518 0.30424192 1.319550156 0.87367883 3.058865136
## DURHAM 1.983265372 1.07600642 2.462425895 1.30443852 0.692875562
## EDGECOMBE -0.994474282 -1.29671687 0.904280904 1.85644844 0.131149282
## FORSYTH 0.265046123 -0.31236334 0.672261133 0.65339469 0.007756527
## FRANKLIN 2.136694101 1.50453631 1.142572890 0.54832511 1.737118944
## GASTON -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GATES -1.053688272 -1.27686899 -0.151080775 0.31948314 -1.783382397
## GRAHAM -1.364044429 0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE 0.717857657 0.24235838 1.073698639 0.73281041 0.272361810
## GREENE -0.117675957 -0.53940054 1.388720654 1.06644200 1.218114490
## GUILFORD 1.031568930 0.41169559 1.472948939 1.03571088 0.702910222
## HALIFAX -1.338343086 -1.45332033 0.551201604 1.68205646 -0.333797707
## HARNETT 1.410681302 0.85183798 1.243964525 0.38787373 2.332012510
## HAYWOOD -0.199856481 0.14019028 -1.361679318 -1.38570852 -1.168790021
## HENDERSON 0.831023021 0.51111383 -0.733839926 -0.81591399 -0.587973760
## HERTFORD -0.878904301 -1.09628423 1.348398997 2.00393311 -0.009999555
## HOKE 1.154998956 0.77206560 2.870644840 1.57115533 2.911189052
## HYDE -2.346416100 -1.22195454 -0.360062028 -0.27748953 -1.792212133
## IREDELL 0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JACKSON 0.573160847 2.25203943 -0.572855466 -0.82500545 0.425410117
## JOHNSTON 1.920930731 1.11157857 0.905767276 0.12301414 2.024817797
## JONES 0.158138360 -0.06259432 0.187468855 0.18170375 1.344785681
## LEE 0.130025975 -0.39015937 0.759706324 0.66685225 0.862443873
## LENOIR -0.679601955 -0.91144313 0.522778958 1.34744260 0.156420387
## LINCOLN 0.576231233 -0.08863151 -0.810768910 -0.91745542 0.092908099
## MACON 0.059933019 -0.21055549 -1.030015476 -1.03682221 0.433000878
## MADISON -0.098276955 1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL -1.025781587 -1.14367083 0.202651983 1.12970376 -0.773130348
## MECKLENBURG 1.309161485 0.47216469 1.903671316 1.06696629 -0.006750140
## MITCHELL -0.997391670 -0.61074579 -1.390126358 -1.36099005 -1.594051690
## MONTGOMERY -0.837815076 0.14363955 -0.047350080 0.19422231 -0.231860480
## MOORE 0.941187168 0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH -0.062382993 -0.40080439 0.888378198 1.12921981 -0.404628922
## NEW HANOVER 1.758967261 1.34211003 -0.148811835 -0.46656097 0.631692916
## NORTHAMPTON -1.523181721 -1.29873366 0.333538609 1.50051012 -1.141504582
## ONSLOW 0.803744707 0.69809618 0.746568343 0.10344830 1.385246829
## ORANGE 1.083174479 0.34340850 0.410254812 -0.07709619 -0.392955265
## PAMLICO -1.358189880 -0.85755145 -0.777611164 -0.37595437 -1.612221353
## PASQUOTANK -0.032459741 -0.41214018 0.774315771 0.83736671 -0.139539640
## PENDER 0.912358791 1.22682154 -0.016511775 -0.42951689 0.132973028
## PERQUIMANS -0.668491460 -0.85238261 -0.561579664 -0.41344730 -1.112892093
## PERSON 0.281083893 -0.05923330 0.138553463 0.19606277 0.027414680
## PITT 1.253352401 0.70258550 1.316751300 0.74856524 1.893935774
## POLK 1.535854728 1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH 0.670940896 0.03718190 -0.453221843 -0.60241898 0.867803909
## RICHMOND -1.014437407 -1.36123277 0.002749816 0.56514931 -0.271600925
## ROBESON -0.422193828 -0.79437698 2.365243493 2.30299700 2.173821910
## ROCKINGHAM -0.280377745 -0.55569750 -0.379973658 -0.28312990 -0.216543820
## ROWAN -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON -0.416532624 -0.72108224 0.784717373 1.02030101 0.979850371
## SCOTLAND -0.732620457 -1.04830336 0.955989119 1.43281943 0.620457947
## STANLY -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES 0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## SWAIN -1.003935445 0.19898581 -0.074653345 -0.14898186 0.049927221
## TRANSYLVANIA -0.062409013 0.45258862 -1.217028466 -1.30195856 -0.450718831
## TYRRELL -2.081161655 -1.88718401 -0.305488066 0.37174577 -1.723568054
## UNION 1.331549171 0.38893456 0.478454236 -0.21901075 -0.303753082
## VANCE -0.520693662 -0.74853595 1.213919632 1.91320111 0.916134717
## WAKE 2.418050106 1.45224702 1.587815158 0.30972769 -0.227758754
## WARREN -0.453553613 0.55083219 1.268678148 1.43921375 0.235494100
## WASHINGTON -1.979682802 -1.99330561 -0.069996049 1.00415660 -1.443295131
## WATAUGA 0.712998538 2.53023389 -1.175050392 -1.32329911 1.127894699
## WAYNE 0.589761747 0.02569249 1.057404073 0.93261749 1.438958685
## WILKES -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON 0.100172410 -0.43552148 1.115019933 1.41217198 0.669471759
## YADKIN -0.174084074 -0.66610710 -0.933097153 -0.93372437 0.020630400
## YANCEY -0.024653676 1.00857737 -1.322432180 -1.35650881 0.480623357
## lowincpct lesshs lesshspct under5 under5pct
## ALAMANCE 0.17789063 -0.35102045 0.07527144 0.116257896 0.448117199
## ALEXANDER -0.22295738 1.25685725 0.84509107 -0.104741920 -0.038136266
## ALLEGHANY 1.14403565 0.53354946 1.71177900 -1.269052817 -0.979503099
## ANSON 0.92267341 0.78071878 0.76480775 -0.526234620 -0.242456264
## ASHE -0.22382165 -0.19340220 0.08240277 -0.837698896 -0.724417483
## AVERY 0.73046100 -0.18260724 0.01184513 -1.265913684 -1.244566709
## BEAUFORT 0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BERTIE 0.89310377 0.04436018 0.52589995 -1.200508907 -0.900531196
## BLADEN 1.68647779 0.04494203 0.75687022 -0.690165562 0.699819483
## BRUNSWICK -1.44850753 -1.13259703 -1.43880483 -0.656326719 -1.269506234
## BUNCOMBE -0.66856823 -1.05481259 -1.46712504 0.143610170 0.055155763
## BURKE 0.06043337 1.40543911 0.93183944 -0.177118163 -0.365394293
## CABARRUS -1.04866566 -0.27404023 -0.74331642 1.900474441 1.299267405
## CALDWELL 0.44375661 0.94369618 1.08651309 -0.403438149 0.026243700
## CAMDEN -2.18289532 0.49929710 -0.64077720 0.092961960 -1.434667537
## CARTERET -1.75524251 -2.13980465 -1.72135220 -1.234091484 -1.316793936
## CASWELL -0.09490631 0.89745041 1.07524756 -0.661743264 -0.873946148
## CATAWBA -0.55301076 0.37921822 -0.06903556 0.465848299 0.489787935
## CHATHAM -1.31178262 0.46333733 -0.60747462 0.634306911 -0.081663978
## CHEROKEE 0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLAY 0.35054271 -0.38595460 -0.76807892 -0.710234235 -0.896173444
## CLEVELAND 0.75571322 -0.35097347 0.26921687 -0.297451324 0.425316728
## COLUMBUS 0.96303732 0.03860365 0.33341295 -0.622713410 -0.324780879
## CRAVEN -0.34428023 -0.68727157 -0.51981057 0.822164287 1.204276589
## CUMBERLAND 0.37755172 -1.33389364 -1.28075675 1.664926555 1.950416390
## CURRITUCK -1.87108086 -0.50276659 -1.49590185 0.461286998 -0.817585854
## DARE -2.57415258 -2.32977922 -2.41403048 -0.868813252 -1.581450736
## DAVIDSON 0.12314493 0.57189105 0.52965188 0.132683288 0.136879180
## DAVIE -1.47940801 0.15041860 -0.44046982 0.003263981 -0.789306024
## DUPLIN 1.50971699 3.62031289 2.10941149 0.984780109 0.961669763
## DURHAM -0.78839373 0.14389851 -0.53874396 1.789083889 1.115073593
## EDGECOMBE 1.58175778 0.12866146 1.04599020 -0.399367376 0.742069381
## FORSYTH -0.25413396 -0.91259827 -0.76973507 0.469177767 0.881269094
## FRANKLIN -0.15958956 2.02564052 0.34802008 1.365849958 0.419133161
## GASTON 0.05429053 -0.51013437 0.23303288 -0.145240767 0.680618471
## GATES -1.33303760 -0.92363335 -0.43183671 -1.025012859 -1.321495718
## GRAHAM 1.44097711 -0.21717844 1.10055639 -1.121698182 -0.638509476
## GRANVILLE -0.63815453 1.22429018 0.46997724 0.372252545 -0.536723848
## GREENE 0.52601582 3.48205530 2.24450704 0.097961848 -0.087259326
## GUILFORD 0.10234208 -0.55317177 -0.72791480 0.900101315 0.974557665
## HALIFAX 1.69819267 0.19089726 1.68050759 -0.837409242 -0.169461133
## HARNETT 0.04891611 0.83099661 -0.24943270 2.652412510 1.611051823
## HAYWOOD -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## HENDERSON -1.01046033 -0.82275893 -1.08676622 -0.076305060 -0.277762876
## HERTFORD 1.22452461 0.72375937 1.22291305 -0.673336570 -0.316393184
## HOKE 0.64837420 0.91038371 -0.03393701 3.478085717 2.226386624
## HYDE -1.29235534 -0.83545174 -0.73908657 -1.055345509 -1.754178885
## IREDELL -1.12980496 -0.88262031 -0.77649631 0.217445764 0.470213574
## JACKSON 0.15585923 -0.77193632 -1.00159946 -0.134532916 -0.291496015
## JOHNSTON 0.11770742 1.29665349 0.24690962 2.193420604 1.255240117
## JONES 1.59094551 0.91615559 0.62996915 -0.561666152 -0.534614542
## LEE 0.29836039 0.65356074 0.58886093 0.836931690 1.356506129
## LENOIR 1.49735920 0.31389399 1.31219773 -0.305326941 0.805682585
## LINCOLN -0.34259020 0.34233384 -0.10813642 0.102061755 0.319086630
## MACON 0.35010450 0.42120078 0.23616948 -0.504605226 -1.049134527
## MADISON -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL 0.53863908 -0.50849267 0.21299746 -0.663806709 0.062793941
## MECKLENBURG -1.38251028 -0.64918706 -1.23688827 1.611351185 1.368651782
## MITCHELL -0.71661499 -0.72093018 0.35761412 -1.018977281 -1.168451385
## MONTGOMERY 0.68331823 0.62209545 1.08344804 -0.336914721 -0.179469680
## MOORE -1.11429612 -0.87869870 -1.01866005 0.485803990 0.498347718
## NASH -0.19330615 -0.18494282 0.08205787 0.070962456 0.223333288
## NEW HANOVER -0.57984138 -1.51926000 -1.88677673 0.492161303 -0.270424172
## NORTHAMPTON 0.84269264 -0.30162508 0.80501010 -1.204054281 -0.400439297
## ONSLOW -0.07241957 -1.41138785 -1.42682007 3.366586145 3.192561254
## ORANGE -1.34431681 -1.60006642 -1.89397039 0.284924303 -0.740266279
## PAMLICO -0.32009615 -1.47214759 -1.00043705 -1.414504087 -1.538271761
## PASQUOTANK 0.02452508 -0.32424509 -0.36618049 0.535451994 1.827166779
## PENDER -1.29821643 0.22247700 -0.82786872 0.829273501 -0.303631044
## PERQUIMANS -1.06009386 -0.94968700 -0.86694784 -0.914515348 -0.956076208
## PERSON -0.19955874 -0.15034850 -0.16784183 0.001714016 -0.021675569
## PITT 0.74443608 -0.84071257 -1.02113372 0.962655914 0.408324930
## POLK -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH 0.08316632 1.44999920 0.80156044 0.488243755 0.583013476
## RICHMOND 1.36476780 -0.13733107 0.87239766 -0.369161777 1.170084506
## ROBESON 2.06725865 1.69202618 1.70586736 0.765475222 1.791450202
## ROCKINGHAM 0.07826933 0.29400475 0.38494488 -0.355904741 -0.118185498
## ROWAN -0.21983786 -0.06526985 -0.14880274 0.150700022 0.323153903
## RUTHERFORD 0.31977974 0.13593339 0.39830282 -0.451400779 -0.372412663
## SAMPSON 1.14091382 1.39554287 1.33827195 0.382566549 1.106382564
## SCOTLAND 1.97572383 0.57233641 0.94709434 0.078517841 1.126506850
## STANLY -0.19222530 -0.35271845 -0.13092456 -0.142304480 0.366634347
## STOKES -0.76413705 0.61204543 0.36557340 -0.421784510 -0.655457606
## SURRY 0.23632611 0.80446795 1.26868034 -0.528379977 -0.008411926
## SWAIN 0.22042007 0.61353236 1.04478706 -0.139949460 -0.075062841
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## TYRRELL 0.05549840 0.21390936 0.99387380 -1.811495145 -2.441358847
## UNION -1.87187192 -0.25083027 -0.92965167 1.622951772 0.590676094
## VANCE 1.80639633 0.69387965 1.36706902 0.150081886 1.896193325
## WAKE -2.08090712 -1.00907524 -1.80171308 2.169986608 0.737457622
## WARREN 0.45581098 0.83278390 0.69799695 -0.715186504 -0.567839183
## WASHINGTON 0.49168724 -0.97894726 0.50369972 -1.194009053 -0.324812114
## WATAUGA 0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE 0.83400627 0.50763427 0.31583805 1.041073939 1.200766903
## WILKES 0.39784540 1.09720771 1.34257468 -0.484053345 -0.402847872
## WILSON 1.21213664 1.08012965 1.58412219 0.279094132 0.353859319
## YADKIN 0.32531929 0.66191772 0.60128558 -0.273815493 0.275917808
## YANCEY 0.65628652 0.16322035 -0.03474699 -0.507024526 -0.512381654
## over64 over64pct pre1960 pre1960pct vuleopct
## ALAMANCE -0.57693568 -0.387079416 0.753607834 1.08600530 0.27465005
## ALEXANDER 0.44401856 0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY -0.21923340 1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON -0.64589754 -0.193745631 1.172398991 1.22529375 1.37950639
## ASHE 0.39117349 1.152808829 0.404499940 -0.34555988 -1.14502447
## AVERY -0.60231378 1.073685441 0.212553796 -0.02860155 -0.75338794
## BEAUFORT 0.66307527 0.900639849 0.470206474 0.23857495 0.58190062
## BERTIE -1.01024062 0.371635232 -0.350089471 0.57397484 1.54650367
## BLADEN -0.82167315 0.309612574 -1.264704749 -0.66379603 1.17633741
## BRUNSWICK 2.36548995 2.795829674 -2.971947725 -2.61762693 -1.23104267
## BUNCOMBE 0.74114293 -0.134335044 1.821167608 0.92443596 -0.89722986
## BURKE 0.46209394 0.235940277 1.021957641 0.42956387 -0.67553596
## CABARRUS 0.09402601 -1.175483751 0.725972035 0.67819760 -0.25535629
## CALDWELL -0.30531672 0.002335771 0.494447836 0.84729717 -0.66403793
## CAMDEN 0.47053381 -1.003562656 -0.248008198 -0.83624112 -1.41659536
## CARTERET -0.69591033 1.248723670 -1.197045034 -0.91476699 -1.43391116
## CASWELL -0.21478328 0.232579300 0.560135215 0.29391958 0.29046103
## CATAWBA 0.21701801 -0.462759289 0.225460865 0.05162252 -0.53840772
## CHATHAM 3.22625443 0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE 1.69819934 2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN -0.50382859 0.217087413 0.294298566 0.01731916 -0.15021632
## CLAY 3.01832829 2.042282705 0.084667380 -1.23951374 -1.05761781
## CLEVELAND -0.68458786 -0.110456660 -0.304766048 0.18998423 0.11802233
## COLUMBUS -0.62895922 0.252595481 -0.311130261 0.27575141 0.66540473
## CRAVEN 0.35198007 -0.192899385 -0.572495057 -0.06176704 0.12093823
## CUMBERLAND -1.25447374 -1.604980885 -1.613836001 -1.20780238 1.20954385
## CURRITUCK -0.02876865 -0.838671310 -1.713299806 -2.05544901 -1.57119006
## DARE -0.71398375 -0.795270143 -1.221967220 -2.21123659 -1.86483955
## DAVIDSON -0.01550347 -0.316848901 -0.004619977 0.02592679 -0.41005602
## DAVIE 1.05011626 0.181737719 0.239429881 -0.11819108 -1.22071447
## DUPLIN 0.53340253 -0.313817701 0.714633220 -0.10719335 1.19130339
## DURHAM -0.42370581 -1.329934026 0.540953276 0.20165572 0.78267677
## EDGECOMBE -0.97717251 0.068713502 0.499954322 1.35318432 1.99900541
## FORSYTH -0.57960082 -0.803741864 0.420981216 0.57130420 0.43812756
## FRANKLIN 1.29019480 -0.391199843 -0.097012981 -0.96220529 0.38524639
## GASTON -1.19173269 -0.653603615 -0.223852405 0.88155457 -0.09485129
## GATES -0.76466866 0.225716219 -0.129976726 0.76767672 -0.18148170
## GRAHAM -0.31676499 0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE 0.47818243 -0.338332927 -0.059596473 0.32911082 0.37577675
## GREENE -0.36540242 -1.040506686 -0.267639212 -0.41814127 1.02307576
## GUILFORD -0.14325639 -1.056752450 0.597898585 0.80556894 0.85986156
## HALIFAX -1.14325676 0.414723461 0.516975853 2.00025920 1.89798036
## HARNETT -0.25249980 -1.251020465 -0.207740482 -0.55643916 0.32548460
## HAYWOOD 0.56979600 0.942622392 1.420116773 1.26071737 -1.34717316
## HENDERSON 2.08411108 1.349818694 -0.470867922 -0.90251796 -0.98177690
## HERTFORD -0.48358560 0.009031768 -0.041495096 0.75991704 1.99973369
## HOKE -1.23035794 -1.872549119 -1.945109363 -1.54712949 1.46582495
## HYDE -1.96342967 -1.671143461 -1.704793033 -1.94849975 -0.64446811
## IREDELL -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JACKSON 0.62993906 0.148004876 -0.133902928 -1.17657978 -0.60722142
## JOHNSTON 0.34582474 -1.087655444 -0.339152192 -0.46850146 0.13668180
## JONES 0.40992753 0.244665587 0.900406125 0.29302811 0.66579110
## LEE -0.18700016 -0.806714237 -0.391991074 -0.18562105 0.62973080
## LENOIR -0.57202304 -0.038263300 1.218731372 1.79316932 1.56525797
## LINCOLN 0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON 0.25367463 0.261857474 0.634912491 0.27748802 -0.71263423
## MADISON 1.24967407 1.994479733 0.650899442 -0.51982608 -1.03728055
## MARTIN 0.19926246 0.551970094 0.898412350 0.57070756 -1.20207572
## MCDOWELL -0.46730942 0.933803966 1.154090241 1.55193419 1.07768255
## MECKLENBURG -1.07644237 -1.834937301 -1.288880819 -1.02443684 0.39871428
## MITCHELL -0.16932858 1.323880667 1.340175895 1.27825539 -1.32048068
## MONTGOMERY -0.47659815 0.259318622 0.955506812 0.76045248 0.37865613
## MOORE 2.12199341 0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH -0.28532325 -0.186612820 -0.024214637 0.22563818 0.83768504
## NEW HANOVER 0.71352223 -0.677254452 0.211889205 -0.06704281 -0.56207148
## NORTHAMPTON -0.74063806 1.486546863 0.478450862 1.56822379 1.47307210
## ONSLOW -1.52065908 -2.045873699 -1.862301247 -1.43317870 0.05883044
## ORANGE -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PAMLICO 0.12159946 1.465275623 -0.940001443 -0.65706784 -0.40474872
## PASQUOTANK -0.37983676 -0.490568634 1.121255033 1.83480376 0.67613510
## PENDER 0.89630744 -0.298769763 -1.208010795 -1.42030437 -0.76768429
## PERQUIMANS 0.49636917 -0.008720309 -0.933866751 -0.95605821 -0.67691052
## PERSON 0.15988183 0.223724608 0.802251055 0.58149124 0.09110380
## PITT -0.64667583 -1.344737342 -1.150855916 -0.57599773 0.84095526
## POLK 3.80465584 2.525389330 3.122800509 0.39553413 -1.18455600
## RANDOLPH 0.21837810 -0.461104463 0.036869774 -0.24838321 -0.45342416
## RICHMOND -1.31439485 -0.540748154 -0.091618442 0.94258233 0.89768722
## ROBESON -0.86097648 -1.080721635 -0.535111778 0.02223687 2.51422612
## ROCKINGHAM -0.18806112 0.180602471 2.264263714 1.80725477 -0.20027731
## ROWAN -0.30400643 -0.427537177 1.577780530 1.46966838 -0.19938859
## RUTHERFORD -0.05945730 0.562138868 1.209594596 1.02124196 -0.54439490
## SAMPSON -0.43560768 -0.393000118 -0.170029447 0.11142122 1.18755595
## SCOTLAND -0.77379414 -0.370266611 -0.145218027 0.74179377 1.78997587
## STANLY -0.38788615 -0.130145249 1.889318458 2.31334672 -0.55668190
## STOKES 0.41316087 0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY -0.45151913 0.175847563 0.376482642 0.46659104 -0.65285579
## SWAIN -0.66214305 -0.027803725 -0.590937475 -0.87473299 -0.04671032
## TRANSYLVANIA 1.97170457 2.133278268 0.627338719 0.34765533 -1.07098137
## TYRRELL -1.51688575 -0.333190387 0.064615701 0.46996201 0.31477145
## UNION -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE -0.54557487 -0.459350915 0.246931308 1.00550675 2.11782467
## WAKE -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WARREN 0.77620698 1.241012717 0.592035612 0.07173488 1.29751527
## WASHINGTON -1.35806624 0.651836733 -0.913663166 0.04659220 0.96214246
## WATAUGA -0.05950791 -0.380793917 0.305618062 -0.98611117 -1.01271710
## WAYNE -0.17192377 -0.689346065 -0.082976806 0.09548443 1.01712623
## WILKES -0.06331158 0.335312802 -0.098738411 0.19007442 -0.72151812
## WILSON -0.27886488 -0.415969486 0.655643072 1.12199259 1.52353219
## YADKIN -0.17515611 -0.007772497 0.634949243 0.77242875 -0.63848971
## YANCEY 1.12070643 1.259957975 1.420627998 0.17930754 -0.86746883
## vuleo dispeo dslpm cancer resp
## ALAMANCE 0.080447130 0.193585344 1.427111706 0.898839431 0.76080740
## ALEXANDER -0.633244857 -0.948309043 -0.367197250 0.141179842 -0.08669581
## ALLEGHANY -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON 0.820433059 1.282323494 -0.282855853 1.018398893 1.20624270
## ASHE -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT -0.008097535 0.253075960 -0.581241718 -0.709846077 -0.53673513
## BERTIE 0.280263084 1.448684168 -0.851875482 -0.781490259 -0.75679897
## BLADEN 0.049535447 0.924710282 -0.742776800 -0.043585177 0.22623096
## BRUNSWICK -0.949575262 -1.007803391 NA NA NA
## BUNCOMBE -0.587455876 -1.138896587 0.624226258 -0.577553838 -0.66179003
## BURKE -0.287543316 -0.536480851 0.226686522 0.441363560 0.35567891
## CABARRUS 0.745983187 -0.686137388 2.858073048 1.593379224 1.61434041
## CALDWELL -0.917124884 -0.759311841 0.042430542 0.240274755 0.13257468
## CAMDEN -0.558432212 -1.309925944 -0.592815271 -1.281421639 -1.25628190
## CARTERET -1.710736349 -0.867061449 NA NA NA
## CASWELL -0.142823470 0.292053424 -0.330610576 0.150403735 0.06783330
## CATAWBA -0.129931315 -0.587305885 0.910484497 1.138463725 0.75831649
## CHATHAM 0.302984157 -0.868915202 0.113756296 0.713524020 0.75282291
## CHEROKEE -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN -0.532619818 0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLAY -0.739802314 -1.070916861 -1.313097821 -1.076968663 -1.21288129
## CLEVELAND -0.365333826 0.031094982 0.883766405 1.215698297 0.99017886
## COLUMBUS 0.052428051 0.677636819 -0.655470325 -0.001177405 0.24568986
## CRAVEN 0.144681107 -0.169260832 -0.563335489 -0.296132292 0.30171274
## CUMBERLAND 1.683525973 1.451080823 NA NA NA
## CURRITUCK -0.940853085 -1.716172789 NA NA NA
## DARE -1.586277531 -1.088716466 NA NA NA
## DAVIDSON -0.433895764 -0.659765869 1.342495806 1.075267238 0.93937745
## DAVIE -0.760305970 -1.408021108 0.748110537 0.702268684 0.60993720
## DUPLIN 1.968650760 1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM 2.164870580 1.330026138 2.773027295 1.885425374 1.26274715
## EDGECOMBE 0.702545528 1.598681119 0.100564184 -0.071218017 -0.13271440
## FORSYTH 0.493426071 0.435477498 1.510368773 1.114364796 0.67671568
## FRANKLIN 1.438967158 0.092898431 -0.058244146 0.426158735 0.41406704
## GASTON -0.626000493 -0.256797433 2.167493284 1.923818005 1.56387262
## GATES -0.733103630 -0.162867399 -0.641518223 -0.819740247 -0.78985534
## GRAHAM -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE 0.959687997 0.271354109 0.309798577 0.881822677 0.71763173
## GREENE 1.555641776 1.500472717 -0.554366924 -0.367978381 -0.36349101
## GUILFORD 1.378265556 0.878644323 NA NA NA
## HALIFAX 0.309094442 1.408321832 0.257032844 0.200856319 0.28399264
## HARNETT 1.717125772 0.485537212 0.132442212 0.822427799 1.06043561
## HAYWOOD -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## HENDERSON -0.779476275 -1.195637166 NA NA NA
## HERTFORD 1.146837516 1.812077875 -0.580209202 -0.436767200 -0.44950613
## HOKE 3.159178992 2.222114061 NA NA NA
## HYDE -0.747540567 0.416542749 NA NA NA
## IREDELL -0.599066426 -0.893141353 1.650924675 1.027109915 1.07999187
## JACKSON -0.149269108 -0.553475054 -1.231319579 -1.556831456 -1.53154364
## JOHNSTON 1.319213038 -0.310464151 0.763434086 0.421325946 0.60230185
## JONES 0.531576629 0.814895568 -0.912323133 -0.356819074 0.21331666
## LEE 0.844328015 0.631604494 0.440639595 0.895744900 2.23422824
## LENOIR 0.433747966 1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN -0.622377025 -1.125821222 0.854504858 1.056736274 0.90988302
## MACON -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL -0.134013739 0.686893112 -0.563434025 -0.696894284 -0.63372792
## MECKLENBURG 1.421014329 0.682642787 NA NA NA
## MITCHELL -1.600765124 -1.007224677 -1.088966282 -1.607335269 -1.70525652
## MONTGOMERY -0.040723883 0.462507356 -0.403899476 0.944317563 1.28931364
## MOORE -0.469652669 -1.057019138 -0.239329655 1.074387365 1.06640917
## NASH 0.529275674 0.670335076 0.717760396 0.200362909 0.18284293
## NEW HANOVER 0.120294279 -0.796042048 NA NA NA
## NORTHAMPTON -0.092174709 1.154494446 -0.438298190 -0.138225828 -0.14346623
## ONSLOW 1.128607424 0.055384942 NA NA NA
## ORANGE 0.303513936 -0.663926275 1.764163393 1.192612399 1.01402577
## PAMLICO -1.089267718 -0.179299041 NA NA NA
## PASQUOTANK 0.565260137 0.545874101 0.094871540 -1.108922166 -1.04931060
## PENDER 0.011987751 -0.869046004 NA NA NA
## PERQUIMANS -0.823742807 -0.190477319 -0.717151119 -1.282784367 -1.25319839
## PERSON 0.089452599 -0.005865324 -0.076368245 0.306672776 0.18643023
## PITT 1.650272634 1.076550306 0.481525182 -0.221933497 -0.10271950
## POLK -0.671641552 -1.360697253 -0.099910059 0.006963312 -0.14796936
## RANDOLPH -0.093045586 -0.572351659 0.740760329 0.872487309 0.70155712
## RICHMOND -0.092453685 0.726333975 -0.009447269 1.050826375 1.31373187
## ROBESON 2.518721384 2.879467567 0.227073774 0.469732388 0.75966061
## ROCKINGHAM -0.389421203 -0.138855845 0.139742771 0.352652680 0.18041836
## ROWAN -0.166485497 -0.249416319 1.883033198 1.303015051 1.22170229
## RUTHERFORD -0.791523516 -0.517913696 0.174796782 0.792868333 0.66953062
## SAMPSON 0.891638180 1.180505215 -0.487253764 0.073985138 0.17791298
## SCOTLAND 0.993085849 1.548161653 -0.081688323 1.012707489 1.31171325
## STANLY -0.820209155 -0.665898907 0.616096666 1.761648095 1.30051548
## STOKES -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## SWAIN -0.071931332 0.552296311 NA NA NA
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## TYRRELL -0.749560212 0.588007980 -0.909640134 -1.397843295 -1.39968374
## UNION 0.250374901 -1.411042429 1.671739718 1.335046559 1.40620958
## VANCE 1.204650412 1.703199117 0.362693120 0.593430810 0.44609475
## WAKE 1.130094442 -0.592168284 2.835262498 1.287363271 1.24771389
## WARREN 1.072157215 1.573991899 -0.411699378 0.159624308 0.14180353
## WASHINGTON -0.564807336 0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE 1.267881661 1.070837928 0.081980079 0.304580447 0.25703870
## WILKES -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON 1.063820179 1.231979870 0.711353659 0.276955953 0.17167410
## YADKIN -0.745439655 -0.615258083 0.080164228 0.050728740 0.05450729
## YANCEY -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
## pnpl prmp ptsdf ozone pm25
## ALAMANCE -0.57686169 0.7600787422 0.77831698 0.71453588 0.73622593
## ALEXANDER -0.29627482 -0.8760752175 -0.62613322 0.57487102 0.90384017
## ALLEGHANY -0.13251605 -1.0990870365 -0.74560167 0.15993844 -1.13357236
## ANSON -0.19012161 -1.0606373585 -0.46837459 0.04985865 0.02786616
## ASHE 0.17469551 -1.1860346492 -0.48435673 0.42264494 -1.45230383
## AVERY -0.60709654 -1.1775084938 -0.73946093 0.37447457 -1.49266263
## BEAUFORT 1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BERTIE -0.61121505 -0.5208008046 -0.73590128 -1.12654314 -0.90025443
## BLADEN -0.47420307 -0.5002406864 -0.57503766 -1.45005828 -0.18429849
## BRUNSWICK 0.15779565 -0.6552477624 -0.27299861 -2.33812719 -1.28578969
## BUNCOMBE 1.61396042 -0.2472810412 1.34051840 0.50270937 -0.79187607
## BURKE -0.57653627 1.3836509227 0.07732765 0.34088032 0.54872663
## CABARRUS 2.27373879 0.5098766438 0.17274455 2.06021829 1.48121302
## CALDWELL -0.55459419 2.2309275883 1.32967496 0.40137851 0.36095621
## CAMDEN -0.60569881 -0.6852021078 -0.67905505 -0.55921929 -1.64380685
## CARTERET -0.23073179 -1.0996440305 -0.38558865 NA NA
## CASWELL -0.28555880 -0.9028589751 -0.64720833 0.29626280 0.39104107
## CATAWBA -0.20863630 1.8668387694 1.44852586 1.01196557 1.53146632
## CHATHAM -0.39697945 0.4651986967 -0.60270302 0.38069901 0.82084078
## CHEROKEE -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLAY -0.66328888 -1.0715675762 -0.70122231 -1.69537665 -0.95608849
## CLEVELAND 0.68746495 0.4538352972 0.09111301 0.87392943 1.60404348
## COLUMBUS -0.28614227 -0.9953496348 -0.35073091 -2.14267666 -0.46141304
## CRAVEN 0.70058516 0.5776341230 -0.26326557 -1.87380370 -1.22717162
## CUMBERLAND 1.64590137 0.3987382459 0.58991512 0.28588928 1.05690244
## CURRITUCK -0.60193471 -0.8939629357 -0.74628712 NA NA
## DARE -0.74271582 -0.5782484522 -0.49856305 NA NA
## DAVIDSON -0.45249677 0.7954716368 0.44396511 1.84095619 0.92621970
## DAVIE -0.26660716 -0.4322777326 -0.33631387 1.61337413 0.97236727
## DUPLIN -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM 0.20985805 0.8537537227 2.90049958 0.65494904 1.68797344
## EDGECOMBE -0.61708797 1.3611933615 -0.16425623 -0.45176556 0.01753294
## FORSYTH -0.45223085 0.7080517894 3.29007914 1.77402594 0.77842857
## FRANKLIN -0.42280564 -0.6768527900 -0.41895257 0.18114282 0.82304144
## GASTON 3.97196114 3.5192904026 1.67113736 1.29582615 1.97543469
## GATES -0.52492646 -1.0484747240 -0.70934167 -1.03493605 -1.01589466
## GRAHAM -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE 3.63056452 -0.2639752254 0.38751093 0.44404133 1.00047850
## GREENE -0.57889051 -1.0091219642 -0.67532329 -0.52291643 0.03646312
## GUILFORD -0.63822401 1.7202947905 4.28200276 1.71361935 0.73702497
## HALIFAX -0.66186133 0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT -0.38335226 -0.1412771668 -0.56467623 0.16748599 1.08248324
## HAYWOOD 2.95673121 1.2178619148 -0.46307164 0.54047227 -1.19607514
## HENDERSON 1.45729178 -0.4358421728 0.43365902 0.12067284 -0.47209279
## HERTFORD -0.63290667 -0.9272253891 -0.45674908 -1.04715830 -0.70412874
## HOKE 0.24179917 1.7509544454 -0.62866790 0.21940161 0.63986843
## HYDE -0.71603536 -1.2405711919 -0.79800385 NA NA
## IREDELL 1.57059705 1.5845088685 0.34149208 1.55920971 1.48673219
## JACKSON 0.03909674 -0.7018822138 -0.57914680 -0.86711576 -1.21187809
## JOHNSTON -0.48227339 0.5273213592 -0.46638472 -0.11218785 1.01952765
## JONES -0.40687624 -0.9654965186 -0.71515971 -1.75087416 -0.88608097
## LEE -0.49436192 0.1556513895 0.63014088 0.19857789 0.79615430
## LENOIR -0.58365445 0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN -0.26022908 1.0464324370 0.22904150 1.28673075 1.76404040
## MACON -0.44362471 -0.3000954873 -0.22602015 0.24817656 -0.49184880
## MADISON -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN -0.36144890 -0.8119637487 -0.41048697 0.88516151 -1.06301655
## MCDOWELL -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MECKLENBURG 0.13633476 1.6391632205 3.44154499 1.78327971 1.95097228
## MITCHELL -0.54540765 -1.1068666393 -0.51711193 0.49048560 -1.44853890
## MONTGOMERY -0.49068329 -0.0007700371 -0.61251920 0.24091791 -0.46721336
## MOORE 2.44009240 -0.5300262646 -0.51091746 0.12021739 0.05590875
## NASH -0.63421864 0.7945993986 0.30810164 -0.26318083 0.37210295
## NEW HANOVER 1.01812837 0.7480951930 2.85532484 NA NA
## NORTHAMPTON -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ONSLOW 3.29797089 -0.4326286818 0.11385969 NA NA
## ORANGE -0.25643367 -0.6738240723 1.67729917 0.52719711 1.29013338
## PAMLICO -0.27756800 -0.6133900348 -0.63101577 NA NA
## PASQUOTANK -0.59561134 1.6162199173 0.24167597 -0.83067330 -1.55028031
## PENDER -0.32307110 -0.8974724058 -0.62715617 NA NA
## PERQUIMANS -0.66699998 -0.3096469335 -0.70344864 -1.13530295 -1.39802840
## PERSON 1.83651016 -0.0083302524 -0.40086149 0.39533710 0.64970714
## PITT -0.31731781 -0.0724068497 1.23908027 -0.63779280 -0.31802045
## POLK -0.06113608 -1.0054798827 -0.71799231 0.30557541 0.36364253
## RANDOLPH -0.61340370 0.1877666581 0.57764927 1.10220206 0.41645549
## RICHMOND 0.74144204 0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON -0.49219584 1.1225145097 -0.35105459 -0.58761114 0.41582973
## ROCKINGHAM -0.53099515 1.1109891082 0.24477682 0.69193016 0.15580888
## ROWAN 0.90628586 1.0161704153 0.41923161 1.88286674 1.23940433
## RUTHERFORD -0.40305503 0.6793399649 -0.04416178 0.49904003 0.86476888
## SAMPSON -0.48994269 0.2118518872 -0.45890083 -0.75828633 0.40961828
## SCOTLAND -0.39877769 0.0336010080 -0.39881048 -0.06795602 0.33271393
## STANLY -0.39312541 0.0670822711 -0.52892379 0.96231776 0.34948871
## STOKES -0.48921930 -0.8969114006 -0.33667519 0.91178746 -0.03230704
## SURRY -0.37368820 0.5864631443 -0.55118498 0.40382969 -0.32250175
## SWAIN -0.42610230 -1.1145659956 -0.51905141 -0.62604211 -0.84700197
## TRANSYLVANIA -0.32183194 -0.3886707238 0.31142535 -0.41722056 -1.15153171
## TYRRELL -0.70519979 -0.6899332323 -0.76293924 -1.48451138 -1.80168086
## UNION -0.12096644 0.2263286766 0.66611301 0.87403365 1.24137536
## VANCE -0.07756038 0.2502638641 0.06680041 0.05577599 0.61712154
## WAKE 0.99295694 -0.3185729767 2.18623378 0.61482826 1.72786021
## WARREN -0.51074332 -1.1034068117 -0.75125257 -0.33065363 0.22721576
## WASHINGTON -0.57879973 0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA -0.47584878 -1.1836198683 -0.17581308 0.43692845 -1.38719532
## WAYNE -0.65382866 -0.4675997465 -0.02234455 -0.47651172 0.49630212
## WILKES -0.31684422 1.7310747063 -0.33136439 0.19366935 -0.21070069
## WILSON -0.63660855 2.9255496443 0.07110618 -0.19927714 0.42980898
## YADKIN 1.00384839 -0.5322699018 -0.52455960 0.79856206 0.42050642
## YANCEY -0.43129531 -1.1187296011 -0.28995398 0.77760736 -1.44839560
## d_dslpm_2 d_cancr_2 d_pnpl_2 d_ptsdf_2 d_ozone_2
## ALAMANCE 0.54159287 0.19251630 -0.008007687 -0.10238330 0.160894954
## ALEXANDER -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON 1.05648189 1.46264399 0.599301308 0.14771799 1.241140885
## ASHE -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT 0.24022798 0.18968866 2.373085739 0.13288793 0.199953249
## BERTIE 0.84930527 1.21626497 0.240487206 -0.21418362 1.327428984
## BLADEN 0.54443487 0.87024475 0.258247646 -0.14555269 0.815867748
## BRUNSWICK NA NA -0.853228250 -0.78288523 -0.933227943
## BUNCOMBE -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS -1.17759274 -0.86490424 0.408752826 -0.63398339 -0.787775659
## CALDWELL -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CAMDEN -1.11810112 -1.09335875 -0.373640638 -0.43463061 -1.305528255
## CARTERET NA NA -0.497863082 -0.55001641 NA
## CASWELL 0.13695546 0.24962024 0.073884550 -0.25862046 0.255853628
## CATAWBA -0.67746253 -0.69466923 -0.436638558 0.46710984 -0.658430253
## CHATHAM -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN 0.20841104 0.28136512 0.015522093 -0.24486084 0.338656142
## CLAY -0.60842709 -0.93218116 -0.202922568 -0.37151262 -1.020215346
## CLEVELAND 0.09943838 0.00573901 0.217493382 -0.10019157 -0.005311666
## COLUMBUS 0.41146822 0.63715075 0.368017951 0.10587420 0.563557310
## CRAVEN -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## CUMBERLAND NA NA 3.790988314 1.23346975 1.432968711
## CURRITUCK NA NA -0.495769201 -0.38218363 NA
## DARE NA NA -0.172198065 -0.63287151 NA
## DAVIDSON -0.72085222 -0.77017594 -0.251171604 0.05425464 -0.754338695
## DAVIE -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN 1.23896208 1.60547213 0.272157452 -0.13497093 1.554809272
## DURHAM 3.06946256 1.82494832 1.078053694 4.16705600 1.333531370
## EDGECOMBE 1.77581670 1.57395751 0.220347369 0.71257842 1.521766990
## FORSYTH 0.92843387 0.51747980 0.039294168 2.81933032 0.441013018
## FRANKLIN -0.06264564 0.04743296 -0.006420478 -0.31642975 0.048507593
## GASTON -0.30838172 -0.31308150 0.147934978 0.56173396 -0.312034038
## GATES -0.22469445 -0.19153396 -0.091858552 -0.30562092 -0.194243775
## GRAHAM -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE 0.40284162 0.31152759 4.954098794 0.64551831 0.235102495
## GREENE 1.05920534 1.36069505 0.262273043 -0.12428985 1.418393227
## GUILFORD NA NA 0.088469864 5.58645004 0.913716580
## HALIFAX 1.28993909 1.38160926 0.156357452 0.04545381 1.321245791
## HARNETT 0.43604024 0.50147631 0.141941306 -0.18734435 0.447997767
## HAYWOOD -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## HENDERSON NA NA -1.744852074 -1.20469097 -1.237820371
## HERTFORD 1.25670845 1.62717076 0.258241034 0.27860903 1.674905079
## HOKE NA NA 1.617013815 -0.03942649 2.199372639
## HYDE NA NA 0.021869257 -0.28080114 NA
## IREDELL -1.37927828 -1.11526164 0.065408736 -0.34437669 -1.006162274
## JACKSON -0.44176144 -0.47469758 -0.471324900 -0.44023278 -0.557346337
## JOHNSTON -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## JONES 0.40574923 0.72481446 0.251586886 -0.23400067 0.697872585
## LEE 0.80529919 0.68478907 0.117478735 1.61551355 0.597385646
## LENOIR 1.03048134 0.99624490 0.172517652 0.02474698 0.996208371
## LINCOLN -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL 0.44722931 0.55990244 0.146851578 -0.26039991 0.615490275
## MECKLENBURG NA NA 0.681097453 3.09945441 0.716510062
## MITCHELL -0.68015044 -0.79596880 -0.285650029 -0.51470349 -1.068520232
## MONTGOMERY 0.29313164 0.49106846 0.131473699 -0.21807359 0.418089889
## MOORE -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH 0.89405934 0.65242108 0.059739072 0.56160012 0.620649938
## NEW HANOVER NA NA -0.002741639 0.13758055 NA
## NORTHAMPTON 0.90062101 1.09795529 0.101458204 -0.12752146 1.065874166
## ONSLOW NA NA 2.775345509 0.32123965 NA
## ORANGE -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PAMLICO NA NA -0.191128031 -0.27418643 NA
## PASQUOTANK 0.65731721 0.41347347 0.063195777 0.76326483 0.482084708
## PENDER NA NA -0.424776942 -0.59188553 NA
## PERQUIMANS -0.23769632 -0.19901386 -0.081032679 -0.32365187 -0.220149551
## PERSON 0.13425522 -0.03468539 1.332880371 0.08026645 -0.044528371
## PITT 1.37050764 0.99768693 0.409280644 2.51548304 1.005463405
## POLK -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND 0.65063562 0.80234761 0.802873117 0.01864683 0.683003892
## ROBESON 2.89430189 3.03661251 0.784617404 0.46308202 2.765862652
## ROCKINGHAM -0.19337146 -0.19049285 -0.060734585 -0.07981207 -0.187915880
## ROWAN -0.16465185 -0.30572703 0.031684567 0.29330786 -0.307832142
## RUTHERFORD -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON 0.81555549 1.13475711 0.233738490 0.12828506 1.081550618
## SCOTLAND 1.42383162 1.77259883 0.493370782 0.26983792 1.500403113
## STANLY -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## SWAIN NA NA 0.246087002 -0.27390230 0.518417336
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## TYRRELL 0.26762975 0.39946077 0.031660963 -0.25989055 0.503622728
## UNION -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE 1.83984494 1.82430992 0.926559608 0.91617909 1.663449592
## WAKE -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WARREN 1.17621419 1.56756222 0.400793041 -0.20961961 1.509088290
## WASHINGTON 0.44710781 0.64899558 0.147536183 -0.22978926 0.741203318
## WATAUGA -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE 1.13114419 1.12897770 0.102953937 0.82348811 0.999848001
## WILKES -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON 1.57153369 1.26321898 0.146729641 0.29705925 1.177465237
## YADKIN -0.65382397 -0.66847235 -0.784921951 -0.36798861 -0.678762050
## YANCEY -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
## d_pm25_2 region arealand areawater npl_cnt
## ALAMANCE 0.14707431 NaN -0.834545757 -0.20707231 -0.43775435
## ALEXANDER -1.06191144 NaN -0.365374018 -0.20336850 -0.43775435
## ALLEGHANY -0.34379575 NaN 0.328343365 -0.20478671 -0.43775435
## ANSON 1.20419473 NaN 0.769489687 -0.19384627 -0.43775435
## ASHE -0.96370154 NaN 0.196678409 -0.20402142 3.21361669
## AVERY -0.57618873 NaN -0.059067083 -0.21265574 -0.43775435
## BEAUFORT 0.17341199 NaN 0.491319505 0.03255237 1.85739316
## BERTIE 1.26888571 NaN 1.232149603 -0.07486345 -0.43775435
## BLADEN 0.83545054 NaN 0.786029195 -0.18632318 -0.43775435
## BRUNSWICK -0.95005805 NaN -0.457896729 -0.06695762 1.34736038
## BUNCOMBE -1.11314654 NaN -0.800393197 -0.21188788 1.12711895
## BURKE -0.61640781 NaN -0.504724122 -0.20429134 -0.43775435
## CABARRUS -0.81138560 NaN -0.828204332 -0.21146970 0.41682185
## CALDWELL -0.84302939 NaN -0.578691532 -0.21047983 -0.43775435
## CAMDEN -1.19456777 NaN 1.569582455 0.55311104 -0.43775435
## CARTERET NA NaN -0.615841754 0.53819299 -0.43775435
## CASWELL 0.23611939 NaN 0.482100932 -0.20116871 -0.43775435
## CATAWBA -0.70799113 NaN -0.802908679 -0.20322023 -0.43775435
## CHATHAM -1.03232138 NaN 0.207055054 -0.16211760 -0.43775435
## CHEROKEE -0.92086591 NaN 0.353694045 -0.17850877 -0.43775435
## CHOWAN 0.29599979 NaN -0.266054507 0.07314443 -0.43775435
## CLAY -1.03587837 NaN 0.950938593 -0.15888632 -0.43775435
## CLEVELAND -0.02087357 NaN -0.683477080 -0.20999889 0.60549452
## COLUMBUS 0.58019700 NaN 0.238989406 -0.18974009 1.27139805
## CRAVEN -0.20783794 NaN -0.351610181 -0.14483740 0.81740444
## CUMBERLAND 1.49658356 NaN -0.861079725 -0.21137222 0.38614475
## CURRITUCK NA NaN 0.073622529 0.94625169 -0.43775435
## DARE NA NaN -0.289683996 2.16756344 -0.43775435
## DAVIDSON -0.75494771 NaN -0.743513588 -0.20455693 -0.43775435
## DAVIE -1.55112952 NaN -0.384238594 -0.20584725 -0.43775435
## DUPLIN 1.61522210 NaN 0.504046521 -0.20276248 -0.43775435
## DURHAM 1.44171445 NaN -0.958696694 -0.20845764 -0.43775435
## EDGECOMBE 1.52665866 NaN -0.370592730 -0.21135572 -0.43775435
## FORSYTH 0.40070479 NaN -0.971550595 -0.21213101 -0.43775435
## FRANKLIN 0.02668737 NaN 0.002826467 -0.20728634 -0.43775435
## GASTON -0.35052231 NaN -0.946516334 -0.21033481 1.41959046
## GATES -0.20853545 NaN 1.172714924 -0.17961118 -0.43775435
## GRAHAM -0.38065412 NaN 1.333910858 -0.13381958 -0.43775435
## GRANVILLE 0.22602618 NaN 0.018146839 -0.20185370 4.58288083
## GREENE 1.42240837 NaN 0.275968704 -0.21098455 -0.43775435
## GUILFORD 0.86397444 NaN -0.936202160 -0.21071704 -0.43775435
## HALIFAX 1.32278802 NaN -0.143009532 -0.20493570 -0.43775435
## HARNETT 0.45787071 NaN -0.436766358 -0.20654930 -0.43775435
## HAYWOOD -1.18541869 NaN -0.319037045 -0.21207245 2.90933577
## HENDERSON -1.18847067 NaN -0.739698682 -0.21140951 0.67794235
## HERTFORD 1.62223765 NaN 0.148117210 -0.18832121 -0.43775435
## HOKE 2.24152143 NaN -0.049393346 -0.20934299 -0.43775435
## HYDE NA NaN 5.674993783 9.06729234 -0.43775435
## IREDELL -1.05506184 NaN -0.743199935 -0.19971608 0.99671284
## JACKSON -0.55721156 NaN 0.168278148 -0.20383617 -0.43775435
## JOHNSTON -0.40394277 NaN -0.458955122 -0.20986697 -0.43775435
## JONES 0.67833190 NaN 3.376171617 -0.19148229 -0.43775435
## LEE 0.60694252 NaN -0.626206597 -0.20600192 -0.43775435
## LENOIR 0.98841279 NaN -0.520417855 -0.21017472 -0.43775435
## LINCOLN -1.32322119 NaN -0.690882007 -0.20149685 -0.43775435
## MACON -0.78006731 NaN -0.142930960 -0.20191393 -0.43775435
## MADISON -0.90253032 NaN 0.136606430 -0.20375672 -0.43775435
## MARTIN -1.13989292 NaN 0.778051469 -0.20568008 -0.43775435
## MCDOWELL 0.57901497 NaN 0.356495354 -0.21245964 -0.43775435
## MECKLENBURG 0.72308210 NaN -1.020201811 -0.21069329 -0.29301532
## MITCHELL -0.94236281 NaN -0.036215645 -0.21040968 -0.43775435
## MONTGOMERY 0.36614948 NaN 0.396721249 -0.18344596 -0.43775435
## MOORE -1.10988917 NaN -0.272192049 -0.20413176 3.79014896
## NASH 0.62062730 NaN -0.532118616 -0.21094905 -0.43775435
## NEW HANOVER NA NaN -0.976611190 -0.13846857 0.23166367
## NORTHAMPTON 1.05805962 NaN 0.532517714 -0.17178179 -0.43775435
## ONSLOW NA NaN -0.557122739 -0.11522645 1.23579071
## ORANGE -0.77412768 NaN -0.731696581 -0.21035767 -0.43775435
## PAMLICO NA NaN 0.631305150 0.92551665 -0.43775435
## PASQUOTANK 0.40859627 NaN -0.504860846 -0.05539884 -0.43775435
## PENDER NA NaN 0.720248215 -0.08415336 -0.43775435
## PERQUIMANS -0.22835817 NaN 0.281062691 0.23487093 -0.43775435
## PERSON -0.06779035 NaN -0.083489394 -0.18287358 2.65186730
## PITT 0.97824027 NaN -0.632701501 -0.21118084 -0.43775435
## POLK -1.44081133 NaN 0.228879650 -0.20920649 -0.43775435
## RANDOLPH -0.65011436 NaN -0.480323019 -0.20751599 -0.43775435
## RICHMOND 0.65196018 NaN -0.317630234 -0.20373942 1.52151791
## ROBESON 2.88169559 NaN -0.369889974 -0.21189763 -0.43775435
## ROCKINGHAM -0.19769661 NaN -0.539861627 -0.20656857 -0.43775435
## ROWAN -0.32710034 NaN -0.722371776 -0.20465464 0.41682185
## RUTHERFORD -0.59536847 NaN -0.362653431 -0.21107087 -0.43775435
## SAMPSON 1.12700698 NaN 0.308891900 -0.21058404 -0.43775435
## SCOTLAND 1.50863725 NaN -0.299998875 -0.20974922 -0.43775435
## STANLY -0.74468719 NaN -0.513897107 -0.19942834 -0.43775435
## STOKES -1.42824365 NaN -0.123581246 -0.19895906 -0.43775435
## SURRY -0.55584594 NaN -0.483650396 -0.20891337 -0.43775435
## SWAIN 0.43168784 NaN 1.829317957 -0.14476947 -0.43775435
## TRANSYLVANIA -0.97099571 NaN -0.080337289 -0.20817212 -0.43775435
## TYRRELL 0.43351026 NaN 4.092415028 2.50143335 -0.43775435
## UNION -1.61810220 NaN -0.675932054 -0.20892103 -0.43775435
## VANCE 1.70079872 NaN -0.576223096 -0.18090348 -0.43775435
## WAKE -0.72067738 NaN -0.961177321 -0.21012158 0.09189507
## WARREN 1.52449601 NaN 0.811621841 -0.14680105 -0.43775435
## WASHINGTON 0.68279628 NaN 0.446954465 0.11721287 -0.43775435
## WATAUGA -0.86298958 NaN -0.415346315 -0.21145205 -0.43775435
## WAYNE 1.03479845 NaN -0.593629014 -0.21002582 -0.43775435
## WILKES -0.69757818 NaN -0.139983273 -0.21007464 -0.43775435
## WILSON 1.19466978 NaN -0.640138282 -0.20674536 -0.43775435
## YADKIN -0.68669136 NaN -0.290583001 -0.20680345 2.43118004
## YANCEY -0.78424798 NaN 0.509521564 -0.21038457 -0.43775435
## tsdf_cnt shape_length shape_area
## ALAMANCE 0.318872389 -1.004614926 -0.570739709
## ALEXANDER -0.628462442 -0.247982846 -0.309803626
## ALLEGHANY -1.240170076 0.491340833 0.084238178
## ANSON -0.467486749 0.533792116 0.298876995
## ASHE 0.094464762 0.621000504 0.009792536
## AVERY -1.240170076 0.371453730 -0.143457939
## BEAUFORT -0.820713413 0.340911248 0.284172306
## BERTIE -0.506120915 1.140111892 0.649596214
## BLADEN -0.293009869 0.630311176 0.303099794
## BRUNSWICK 0.391050281 -0.510881985 -0.304036519
## BUNCOMBE 1.238437479 -0.881475362 -0.556184260
## BURKE 0.531672726 -0.498977247 -0.388721264
## CABARRUS 0.633997994 -1.066718248 -0.571982807
## CALDWELL 2.074890649 -0.679360962 -0.431435266
## CAMDEN -1.240170076 1.730298210 1.200811811
## CARTERET -0.628462442 -0.337150890 -0.052951600
## CASWELL -1.240170076 0.521776108 0.170289104
## CATAWBA 2.314173228 -0.882699399 -0.552577113
## CHATHAM -0.401256749 0.198116582 0.025501297
## CHEROKEE 0.158018802 0.633198385 0.085796213
## CHOWAN -1.240170076 0.014587738 -0.097867343
## CLAY -1.240170076 1.110120758 0.418134268
## CLEVELAND 0.285126881 -0.714674750 -0.492521571
## COLUMBUS -0.303086041 0.147238464 0.002483129
## CRAVEN -0.551998988 -0.438699215 -0.278306379
## CUMBERLAND -0.110863675 -1.112983200 -0.590862701
## CURRITUCK -1.240170076 1.293404201 0.587141868
## DARE -0.322608625 0.821384240 1.040224736
## DAVIDSON 0.391050281 -0.822743479 -0.520073488
## DAVIE -0.065691419 -0.242226375 -0.321530179
## DUPLIN -0.808376452 0.545875870 0.149929092
## DURHAM 2.502041331 -1.235448270 -0.640356895
## EDGECOMBE -0.615447386 -0.423063400 -0.317212035
## FORSYTH 1.599361656 -1.272893626 -0.649383282
## FRANKLIN 0.717294352 0.163158097 -0.106020664
## GASTON 0.796498115 -1.176103576 -0.636061049
## GATES -1.240170076 1.294733302 0.570402989
## GRAHAM 0.594952826 1.270647421 0.648689061
## GRANVILLE 1.971295002 -0.031018608 -0.091011577
## GREENE -1.240170076 0.502453166 0.032315528
## GUILFORD 2.530630406 -1.232231086 -0.629058691
## HALIFAX -0.664445244 -0.250853411 -0.183307771
## HARNETT -0.758826364 -0.388545948 -0.355942192
## HAYWOOD -0.628462442 -0.386225985 -0.292858921
## HENDERSON 1.002757915 -0.763241984 -0.523910527
## HERTFORD 0.305196578 0.236667229 -0.009904929
## HOKE -1.240170076 -0.287568870 -0.151112951
## HYDE -1.240170076 5.504819980 8.075111099
## IREDELL 0.594952826 -0.843780764 -0.517148468
## JACKSON -0.675516875 0.271039588 -0.025960778
## JOHNSTON 0.158018802 -0.383091111 -0.368600293
## JONES -1.240170076 3.009570357 1.710456544
## LEE 1.934096564 -0.723768701 -0.458256103
## LENOIR 0.009275304 -0.547612924 -0.404515822
## LINCOLN 1.108787238 -0.707358404 -0.491072384
## MACON 0.654150339 0.001205813 -0.189180064
## MADISON -1.240170076 0.225651756 -0.045386389
## MARTIN -0.322608625 0.883408796 0.319251982
## MCDOWELL -1.240170076 0.510569931 0.082565186
## MECKLENBURG 1.378599902 -1.397887086 -0.676396884
## MITCHELL -0.191528418 0.347444959 -0.130452234
## MONTGOMERY -0.572852657 0.480313017 0.110406818
## MOORE -0.467486749 -0.308486478 -0.265527414
## NASH 0.792581446 -0.582029322 -0.405825418
## NEW HANOVER 2.307734200 -1.196041332 -0.615662386
## NORTHAMPTON -0.572852657 0.681602573 0.215617895
## ONSLOW -0.016754808 -0.679049113 -0.376824363
## ORANGE 0.130055024 -0.914013746 -0.515467589
## PAMLICO -0.110863675 0.960102942 0.839466233
## PASQUOTANK 0.453789526 -0.631161903 -0.301004457
## PENDER -0.781389350 0.669304034 0.320501727
## PERQUIMANS -0.016754808 0.497336451 0.297846450
## PERSON -0.675516875 -0.275084353 -0.135809870
## PITT 1.359587368 -0.784158934 -0.463933171
## POLK -1.240170076 0.478992829 0.003921703
## RANDOLPH 0.808339210 -0.483520731 -0.377405731
## RICHMOND -0.882097314 -0.546654085 -0.293167956
## ROBESON -0.406023302 -0.342952452 -0.329227571
## ROCKINGHAM 1.100276523 -0.505100704 -0.404351970
## ROWAN 0.633997994 -0.890402779 -0.509257528
## RUTHERFORD 0.171462925 -0.408967601 -0.317690388
## SAMPSON -0.913926004 0.296646237 0.041406525
## SCOTLAND 0.391050281 -0.440327524 -0.288602261
## STANLY -0.282714649 -0.542800059 -0.394524569
## STOKES -0.293009869 0.101912849 -0.167127224
## SURRY -0.493679404 -0.374739388 -0.374067373
## SWAIN -0.016754808 1.284892227 0.918116029
## TRANSYLVANIA 1.696026566 0.054430987 -0.164750793
## TYRRELL -1.240170076 2.980738642 3.653548900
## UNION 1.610506276 -0.806133576 -0.489699968
## VANCE -0.350413517 -0.667579270 -0.410475601
## WAKE 1.147506315 -1.264027586 -0.643084940
## WARREN -1.240170076 0.884737703 0.385311410
## WASHINGTON -1.240170076 0.391475220 0.315462626
## WATAUGA -0.293009869 -0.104195162 -0.339018720
## WAYNE -0.457184304 -0.634007708 -0.443398130
## WILKES -0.132171343 -0.054790683 -0.185189481
## WILSON 0.628318697 -0.779954595 -0.464878472
## YADKIN -0.715849247 -0.254633806 -0.267708420
## YANCEY 1.018442726 0.833917367 0.169358183ej.scaled <- ej.scaled %>%
dplyr::select(-region)
ej.scaled## per_tested num_high_lead per_highlead_h fips bf_acreage
## ALAMANCE -0.88410296 1.43983603 -1.44746761 -1.70622042 0.004331364
## ALEXANDER 0.68669397 -0.56838836 -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY -1.70237856 -0.69009893 0.38840094 -1.63728222 -0.313485055
## ANSON -1.67315443 -0.44667779 2.10952771 -1.60281312 -0.295068874
## ASHE 0.01453900 -0.75095421 -1.47615306 -1.56834402 -0.313485055
## AVERY 0.18257774 -0.56838836 0.96210986 -1.53387492 -0.308258594
## BEAUFORT 1.02277145 -0.44667779 -0.47216244 -1.49940582 -0.138494723
## BERTIE 1.00815938 -0.56838836 0.10154648 -1.46493672 NA
## BLADEN 0.40906474 -0.38582250 0.38840094 -1.43046762 NA
## BRUNSWICK -0.18272387 -0.56838836 -1.04587136 -1.39599852 -0.067823086
## BUNCOMBE -0.12427561 0.40529619 -0.61558967 -1.36152943 0.379309338
## BURKE 1.00085335 0.22273034 0.24497371 -1.32706033 -0.122147159
## CABARRUS -0.89871502 0.52700676 -0.32873521 -1.29259123 -0.155290793
## CALDWELL 0.46020697 -0.14240137 -0.18530798 -1.25812213 -0.210411191
## CAMDEN -0.40190483 -0.69009893 -0.18530798 -1.22365303 NA
## CARTERET 0.18257774 -0.32496722 -0.04188075 -1.18918393 -0.296237734
## CASWELL 0.09490536 -0.50753307 0.67525540 -1.15471483 NA
## CATAWBA 0.21910791 -0.02069080 -0.61558967 -1.12024573 -0.156766284
## CHATHAM -0.92793915 -0.56838836 -0.75901690 -1.08577663 0.159392495
## CHEROKEE -0.08774545 -0.69009893 -1.04587136 -1.05130753 -0.313485055
## CHOWAN 0.12412949 -0.69009893 -0.61558967 -1.01683843 -0.230209501
## CLAY -0.46765912 -0.75095421 -1.47615306 -0.98236933 NA
## CLEVELAND 0.86203874 0.10101977 -0.18530798 -0.94790023 -0.141707486
## COLUMBUS 0.42367681 -0.14240137 0.38840094 -0.91343113 NA
## CRAVEN 1.05199558 0.22273034 -0.32873521 -0.87896203 -0.228818219
## CUMBERLAND -2.36722749 2.10924416 0.53182817 -0.84449293 -0.077232547
## CURRITUCK -2.22841288 -0.69009893 -0.61558967 -0.81002384 -0.308725405
## DARE -1.15442615 -0.69009893 -1.04587136 -0.77555474 NA
## DAVIDSON 0.93509906 1.19641489 0.24497371 -0.74108564 -0.278748769
## DAVIE 0.37253458 -0.32496722 0.53182817 -0.70661654 -0.297100878
## DUPLIN 0.83281461 -0.44667779 -0.75901690 -0.67214744 -0.185139285
## DURHAM -0.54802548 0.64871733 -0.75901690 -0.63767834 0.237847074
## EDGECOMBE 0.54057332 -0.26411193 -0.18530798 -0.60320924 -0.269842733
## FORSYTH 0.08759933 3.02207343 0.10154648 -0.56874014 0.763499064
## FRANKLIN -0.12427561 -0.50753307 -0.75901690 -0.53427104 -0.287169687
## GASTON -1.58548205 0.16187506 -0.47216244 -0.49980194 0.084687056
## GATES -0.70145215 -0.69009893 -0.04188075 -0.46533284 NA
## GRAHAM -0.56263754 -0.75095421 -1.47615306 -0.43086374 -0.279188121
## GRANVILLE -0.27770228 -0.69009893 -1.33272583 -0.39639464 -0.283297895
## GREENE 0.92779303 -0.56838836 -0.04188075 -0.36192554 NA
## GUILFORD 0.65016381 3.75233684 -0.32873521 -0.32745644 0.279542515
## HALIFAX 1.05199558 0.28358563 1.39239155 -0.29298734 0.014171023
## HARNETT -0.95716328 0.83128319 0.53182817 -0.25851825 -0.262035078
## HAYWOOD 0.37984061 -0.50753307 -0.75901690 -0.22404915 -0.276478782
## HENDERSON -0.32884451 0.04016449 0.10154648 -0.18958005 -0.044397375
## HERTFORD 0.86934477 -0.38582250 1.10553709 -0.15511095 NA
## HOKE -1.00830550 -0.26411193 -0.04188075 -0.12064185 NA
## HYDE 0.21910791 -0.69009893 1.67924601 -0.08617275 NA
## IREDELL -0.56994357 0.10101977 -0.47216244 -0.05170365 -0.196049865
## JACKSON 0.32869839 -0.56838836 -0.61558967 -0.01723455 NA
## JOHNSTON -0.63569786 -0.08154608 -0.90244413 0.01723455 -0.244808809
## JONES 0.61363364 -0.75095421 -1.47615306 0.05170365 NA
## LEE 0.40175871 -0.02069080 0.10154648 0.08617275 -0.257806313
## LENOIR 1.30040067 0.28358563 0.96210986 0.12064185 -0.262007618
## LINCOLN -1.71699063 -0.38582250 -0.18530798 0.15511095 -0.225728108
## MACON -0.06582735 -0.44667779 0.24497371 0.18958005 -0.299489855
## MADISON 0.22641394 -0.56838836 0.24497371 0.22404915 -0.311608654
## MARTIN 1.30040067 -0.44667779 0.38840094 0.25851825 -0.284588492
## MCDOWELL 0.21180187 -0.32496722 0.24497371 0.29298734 -0.178475776
## MECKLENBURG -2.11151637 3.63062627 -0.47216244 0.32745644 8.221215738
## MITCHELL -2.33069733 -0.75095421 -1.47615306 0.36192554 NA
## MONTGOMERY 1.90680134 -0.14240137 1.53581878 0.39639464 -0.310235679
## MOORE 1.05930161 0.04016449 -0.47216244 0.43086374 -0.259087757
## NASH 1.05199558 0.77042790 0.67525540 0.46533284 0.036422383
## NEW HANOVER 0.46751300 1.31812546 0.10154648 0.49980194 1.145676923
## NORTHAMPTON 0.51865523 -0.56838836 0.24497371 0.53427104 -0.306986303
## ONSLOW -0.13888767 1.80496774 -0.18530798 0.56874014 NA
## ORANGE -0.85487883 -0.38582250 -0.75901690 0.60320924 -0.187931002
## PAMLICO 2.71777092 -0.69009893 -0.61558967 0.63767834 NA
## PASQUOTANK 1.18350416 -0.14240137 0.38840094 0.67214744 NA
## PENDER 0.46020697 -0.50753307 -0.75901690 0.70661654 0.059277852
## PERQUIMANS 0.73053016 -0.56838836 0.96210986 0.74108564 NA
## PERSON -1.60009411 -0.32496722 1.53581878 0.77555474 -0.289970557
## PITT 0.02184504 -0.02069080 -0.75901690 0.81002384 -0.237989697
## POLK -1.43205537 -0.69009893 -0.32873521 0.84449293 -0.266822187
## RANDOLPH 0.66477587 0.70957262 0.10154648 0.87896203 -0.216214302
## RICHMOND 1.23464638 0.34444091 1.39239155 0.91343113 -0.304331883
## ROBESON 0.73053016 0.46615148 -0.32873521 0.94790023 0.240409962
## ROCKINGHAM -0.18272387 0.28358563 0.81868263 0.98236933 NA
## ROWAN 0.13143552 0.70957262 0.24497371 1.01683843 0.358467567
## RUTHERFORD -2.19188272 -0.62924364 -0.75901690 1.05130753 -0.161359345
## SAMPSON 1.38807306 0.10101977 -0.04188075 1.08577663 -0.279700699
## SCOTLAND 0.91318096 -0.14240137 0.67525540 1.12024573 0.769573108
## STANLY 1.15428003 0.22273034 0.67525540 1.15471483 -0.296158101
## STOKES -0.17541783 -0.32496722 0.67525540 1.18918393 -0.307773476
## SURRY -0.62839183 0.46615148 2.10952771 1.22365303 -0.160892534
## SWAIN 0.39445268 -0.56838836 0.67525540 1.25812213 -0.294721053
## TRANSYLVANIA 0.48943110 -0.56838836 -0.32873521 1.29259123 0.870596662
## TYRRELL -0.68684009 -0.62924364 6.12549016 1.32706033 NA
## UNION -2.05306811 -0.14240137 -0.61558967 1.36152943 -0.076147896
## VANCE -0.67953406 -0.50753307 -0.47216244 1.39599852 -0.277842605
## WAKE -0.84026676 5.21286367 -0.32873521 1.43046762 0.918577586
## WARREN 0.45290094 -0.50753307 0.96210986 1.46493672 NA
## WASHINGTON -0.07313338 -0.69009893 -0.61558967 1.49940582 -0.291517443
## WATAUGA 1.10313780 -0.38582250 -0.04188075 1.53387492 -0.277897524
## WAYNE 0.13874155 -0.02069080 -0.61558967 1.56834402 -0.227024197
## WILKES 0.56979745 -0.32496722 -0.47216244 1.60281312 -0.287535814
## WILSON 1.13236193 0.52700676 0.53182817 1.63728222 -0.269202011
## YADKIN -0.43843499 -0.50753307 -0.18530798 1.67175132 NA
## YANCEY -1.00830550 -0.62924364 0.24497371 1.70622042 -0.240561738
## objectid id acstotpop acsipovbas acseducbas
## ALAMANCE -1.587674886 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER -1.550973320 -1.679863730 0.24405742 0.211718117 0.45702447
## ALLEGHANY -1.541597008 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON -1.533560169 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE -1.522576489 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY -1.512396493 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT -1.498733866 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BERTIE -1.483999661 -1.457295889 -1.40672860 -1.484137746 -1.39413054
## BLADEN -1.470337035 -1.423012412 -1.09257575 -1.017523130 -1.14409301
## BRUNSWICK -1.437921784 -1.404394211 -0.15683255 -0.059981613 0.39776518
## BUNCOMBE -1.372555492 -1.370440686 0.55350341 0.569888246 0.91133259
## BURKE -1.315761829 -1.335665393 0.24444822 0.242772331 0.43113102
## CABARRUS -1.275041845 -1.300852369 1.98847498 2.086895550 1.90171683
## CALDWELL -1.233250281 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CAMDEN -1.215033446 -1.216295482 0.81303764 0.956033415 0.91761991
## CARTERET -1.194137664 -1.181477196 -1.47978165 -1.418422756 -1.41878867
## CASWELL -1.170027147 -1.147728456 -0.58351694 -0.606700095 -0.43957473
## CATAWBA -1.139755053 -1.129112939 0.54575400 0.599701222 0.57678978
## CHATHAM -1.104928750 -1.094496593 1.55258833 1.634761649 2.10943696
## CHEROKEE -1.089926651 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN -1.080550338 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLAY -1.074924551 -0.975119280 0.23846911 0.363186632 0.80083319
## CLEVELAND -1.052421401 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## COLUMBUS -1.019202467 -0.906545652 -0.77638263 -0.845981505 -0.86277216
## CRAVEN -0.989466162 -0.871576525 0.43133100 0.323919951 0.17189396
## CUMBERLAND -0.920081451 -0.853458045 0.70172574 0.605640258 0.15449471
## CURRITUCK -0.863823577 -0.816308810 0.75035111 0.856364175 0.95925295
## DARE -0.851232529 -0.768027672 -1.01275031 -0.909098724 -0.88657829
## DAVIDSON -0.813727280 -0.749258894 0.17983541 0.248139727 0.23352823
## DAVIE -0.778097293 -0.714473258 0.63308927 0.736209011 0.85295311
## DUPLIN -0.762291510 -0.679845863 0.80119539 0.884907376 0.74895777
## DURHAM -0.712195213 -0.646814433 1.57878903 1.468819393 1.67929722
## EDGECOMBE -0.658616285 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH -0.580926841 -0.577995121 0.19282213 0.202303876 0.02124225
## FRANKLIN -0.507791605 -0.542548503 2.04795261 2.044113938 2.27651603
## GASTON -0.453408994 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GATES -0.404384275 -0.457969308 -0.89753456 -0.795325694 -0.87850291
## GRAHAM -0.399562172 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE -0.388846386 -0.389057471 1.10154925 0.990568906 1.31590536
## GREENE -0.376791128 -0.354953000 0.44695998 0.045981888 0.62834818
## GUILFORD -0.295083263 -0.336571510 0.96489613 0.935972082 0.84201485
## HALIFAX -0.203195403 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT -0.173191204 -0.266740218 1.97093175 1.953445006 1.69828195
## HAYWOOD -0.143990688 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## HENDERSON -0.111843332 -0.183002938 0.33618615 0.416528055 0.72427617
## HERTFORD -0.087464920 -0.148229980 -0.56145326 -0.779604011 -0.65799639
## HOKE -0.075677556 -0.113425667 1.94898003 1.905385397 1.65537018
## HYDE -0.067372822 -0.079439896 -1.65055289 -1.846732668 -1.79650352
## IREDELL -0.035761255 -0.060187717 0.22585625 0.316367651 0.17116760
## JACKSON 0.001208205 -0.010431040 0.47395741 0.179298882 0.09367096
## JOHNSTON 0.030676615 0.008371874 2.37685845 2.468148322 2.33210651
## JONES 0.055055027 0.057974393 -0.22865072 -0.114245508 0.09874559
## LEE 0.066842391 0.077099762 0.47328248 0.535089609 0.33317512
## LENOIR 0.089345540 0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN 0.115331320 0.146700454 0.48445491 0.574076436 0.66928918
## MACON 0.137030786 0.196655951 -0.02354282 0.007790672 0.15908142
## MADISON 0.152836569 0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN 0.164623933 0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL 0.174536035 0.300013523 -1.06860292 -0.973482525 -1.09646682
## MECKLENBURG 0.328843346 0.317915592 1.27660075 1.343287862 1.20165323
## MITCHELL 0.481275394 0.368574588 -1.13740352 -1.106290345 -1.06547561
## MONTGOMERY 0.490919601 0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE 0.512083277 0.437487977 0.62742044 0.707469983 0.93235393
## NASH 0.544766423 0.455751552 -0.04965775 -0.007162906 -0.11206474
## NEW HANOVER 0.594326931 0.490496753 1.18572030 1.162888988 1.21618944
## NORTHAMPTON 0.632367969 0.540325920 -1.59582515 -1.600315460 -1.60283954
## ONSLOW 0.663979536 0.559125508 1.62830380 1.148581868 0.27139055
## ORANGE 0.709789519 0.593574368 1.29466131 1.003413274 0.80312107
## PAMLICO 0.733364247 0.644254961 -1.41271303 -1.461910663 -1.21145682
## PASQUOTANK 0.743812138 0.678832956 0.16157464 0.020387756 0.06330203
## PENDER 0.759350027 0.712632828 1.11489329 1.144083936 1.34880504
## PERQUIMANS 0.771137391 0.747046131 -0.99907115 -0.917077931 -0.83862452
## PERSON 0.781317387 0.781503476 0.14200151 0.211149358 0.26760210
## PITT 0.814000533 0.800119388 1.12439863 1.059485848 0.45627675
## POLK 0.842933153 0.850407796 0.70677276 0.772419211 1.43005726
## RANDOLPH 0.869186828 0.869542064 0.58238140 0.661677521 0.61626910
## RICHMOND 0.903209447 0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON 0.937767855 0.954472307 0.15561782 0.169539503 -0.21387511
## ROCKINGHAM 0.979827313 0.973074015 -0.41070404 -0.343635823 -0.33175281
## ROWAN 1.023494139 1.007705238 0.06428816 0.066200648 0.00796831
## RUTHERFORD 1.062606756 1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON 1.088592535 1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND 1.107880949 1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY 1.127437258 1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES 1.148065145 1.180305204 0.05155648 0.132961576 0.31514744
## SURRY 1.172175662 1.229578136 -0.70533078 -0.630655646 -0.76158487
## SWAIN 1.191196181 1.264483550 -0.80530834 -0.728041563 -0.94111199
## TRANSYLVANIA 1.201108283 1.298996943 -0.35874234 -0.352403870 -0.01665108
## TYRRELL 1.209145122 1.333446237 -1.87000451 -2.167626217 -1.70972814
## UNION 1.238077743 1.351714989 2.15766659 2.233343170 1.82002536
## VANCE 1.274511413 1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE 1.405243996 1.421253533 2.44784241 2.463992051 2.43641174
## WARREN 1.531154475 1.471090499 -0.37332695 -0.431942093 -0.27251085
## WASHINGTON 1.539191314 1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA 1.551514468 1.539486693 0.82632468 0.421083627 -0.08898791
## WAYNE 1.579911299 1.558096930 0.55622758 0.563922201 0.36681955
## WILKES 1.614201813 1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON 1.643134433 1.627004518 0.04579453 0.096185685 -0.06459216
## YADKIN 1.665369688 1.662310074 -0.34511731 -0.252616327 -0.32014844
## YANCEY 1.676353368 1.712438555 -0.30469348 -0.210186943 -0.04271315
## acstothh acstothu minorpop minorpct lowincome
## ALAMANCE -0.045717388 -0.69541681 0.120161568 0.27124268 -0.034519893
## ALEXANDER -0.004650632 -0.23633285 -0.955061509 -1.02232047 0.246816101
## ALLEGHANY -1.191069112 0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON -0.604288283 -0.74433419 0.960542362 1.35042427 0.236003797
## ASHE -0.301975983 0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY -1.358230537 1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT -0.170459829 0.16381607 -0.029632812 0.37585340 0.154602322
## BERTIE -1.467214596 -1.56569119 0.629732895 1.57186151 -0.813108302
## BLADEN -1.029327891 -0.97742940 0.086926722 0.78239681 0.018435108
## BRUNSWICK 0.255482889 1.73099083 -0.761226421 -0.94859987 -1.014910502
## BUNCOMBE 1.041081256 0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE 0.215584722 -0.06122462 -0.666965925 -0.87147401 0.651532813
## CABARRUS 1.664577534 0.78886383 0.863996433 0.11021583 0.368679492
## CALDWELL -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CAMDEN 0.566872628 -0.08775103 -0.460373029 -0.87984360 -0.479144885
## CARTERET -1.352534097 -0.16740015 -1.215093897 -1.07701110 -2.306686692
## CASWELL -0.559730560 -0.82380547 0.075415097 0.40298716 -0.736441505
## CATAWBA 0.599126287 0.04027293 -0.254691480 -0.44791069 0.257321089
## CHATHAM 2.052893509 1.28097260 0.351139560 -0.27565072 0.213928385
## CHEROKEE -0.049651671 1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN -1.225115048 -1.36097846 -0.221452013 0.06192854 -1.048398396
## CLAY 1.275613821 2.27201457 -1.334597054 -1.46938481 1.024962050
## CLEVELAND -0.789107423 -1.05192106 -0.463994337 -0.16214476 0.072704390
## COLUMBUS -0.826242496 -1.10371025 0.062613672 0.43884865 -0.083382405
## CRAVEN 0.560750423 0.10909092 0.283301687 0.29283441 -0.157019725
## CUMBERLAND 0.555944136 0.21271888 1.733875010 1.36106494 1.048268047
## CURRITUCK 0.881457071 2.22328999 -0.893501603 -1.20154049 -0.683937803
## DARE -0.759135331 2.51148948 -1.184754297 -1.28111550 -1.969073889
## DAVIDSON 0.286787863 -0.20315376 -0.617274827 -0.56446695 0.173749241
## DAVIE 0.572172079 0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN 0.577733518 0.30424192 1.319550156 0.87367883 3.058865136
## DURHAM 1.983265372 1.07600642 2.462425895 1.30443852 0.692875562
## EDGECOMBE -0.994474282 -1.29671687 0.904280904 1.85644844 0.131149282
## FORSYTH 0.265046123 -0.31236334 0.672261133 0.65339469 0.007756527
## FRANKLIN 2.136694101 1.50453631 1.142572890 0.54832511 1.737118944
## GASTON -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GATES -1.053688272 -1.27686899 -0.151080775 0.31948314 -1.783382397
## GRAHAM -1.364044429 0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE 0.717857657 0.24235838 1.073698639 0.73281041 0.272361810
## GREENE -0.117675957 -0.53940054 1.388720654 1.06644200 1.218114490
## GUILFORD 1.031568930 0.41169559 1.472948939 1.03571088 0.702910222
## HALIFAX -1.338343086 -1.45332033 0.551201604 1.68205646 -0.333797707
## HARNETT 1.410681302 0.85183798 1.243964525 0.38787373 2.332012510
## HAYWOOD -0.199856481 0.14019028 -1.361679318 -1.38570852 -1.168790021
## HENDERSON 0.831023021 0.51111383 -0.733839926 -0.81591399 -0.587973760
## HERTFORD -0.878904301 -1.09628423 1.348398997 2.00393311 -0.009999555
## HOKE 1.154998956 0.77206560 2.870644840 1.57115533 2.911189052
## HYDE -2.346416100 -1.22195454 -0.360062028 -0.27748953 -1.792212133
## IREDELL 0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JACKSON 0.573160847 2.25203943 -0.572855466 -0.82500545 0.425410117
## JOHNSTON 1.920930731 1.11157857 0.905767276 0.12301414 2.024817797
## JONES 0.158138360 -0.06259432 0.187468855 0.18170375 1.344785681
## LEE 0.130025975 -0.39015937 0.759706324 0.66685225 0.862443873
## LENOIR -0.679601955 -0.91144313 0.522778958 1.34744260 0.156420387
## LINCOLN 0.576231233 -0.08863151 -0.810768910 -0.91745542 0.092908099
## MACON 0.059933019 -0.21055549 -1.030015476 -1.03682221 0.433000878
## MADISON -0.098276955 1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL -1.025781587 -1.14367083 0.202651983 1.12970376 -0.773130348
## MECKLENBURG 1.309161485 0.47216469 1.903671316 1.06696629 -0.006750140
## MITCHELL -0.997391670 -0.61074579 -1.390126358 -1.36099005 -1.594051690
## MONTGOMERY -0.837815076 0.14363955 -0.047350080 0.19422231 -0.231860480
## MOORE 0.941187168 0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH -0.062382993 -0.40080439 0.888378198 1.12921981 -0.404628922
## NEW HANOVER 1.758967261 1.34211003 -0.148811835 -0.46656097 0.631692916
## NORTHAMPTON -1.523181721 -1.29873366 0.333538609 1.50051012 -1.141504582
## ONSLOW 0.803744707 0.69809618 0.746568343 0.10344830 1.385246829
## ORANGE 1.083174479 0.34340850 0.410254812 -0.07709619 -0.392955265
## PAMLICO -1.358189880 -0.85755145 -0.777611164 -0.37595437 -1.612221353
## PASQUOTANK -0.032459741 -0.41214018 0.774315771 0.83736671 -0.139539640
## PENDER 0.912358791 1.22682154 -0.016511775 -0.42951689 0.132973028
## PERQUIMANS -0.668491460 -0.85238261 -0.561579664 -0.41344730 -1.112892093
## PERSON 0.281083893 -0.05923330 0.138553463 0.19606277 0.027414680
## PITT 1.253352401 0.70258550 1.316751300 0.74856524 1.893935774
## POLK 1.535854728 1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH 0.670940896 0.03718190 -0.453221843 -0.60241898 0.867803909
## RICHMOND -1.014437407 -1.36123277 0.002749816 0.56514931 -0.271600925
## ROBESON -0.422193828 -0.79437698 2.365243493 2.30299700 2.173821910
## ROCKINGHAM -0.280377745 -0.55569750 -0.379973658 -0.28312990 -0.216543820
## ROWAN -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON -0.416532624 -0.72108224 0.784717373 1.02030101 0.979850371
## SCOTLAND -0.732620457 -1.04830336 0.955989119 1.43281943 0.620457947
## STANLY -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES 0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## SWAIN -1.003935445 0.19898581 -0.074653345 -0.14898186 0.049927221
## TRANSYLVANIA -0.062409013 0.45258862 -1.217028466 -1.30195856 -0.450718831
## TYRRELL -2.081161655 -1.88718401 -0.305488066 0.37174577 -1.723568054
## UNION 1.331549171 0.38893456 0.478454236 -0.21901075 -0.303753082
## VANCE -0.520693662 -0.74853595 1.213919632 1.91320111 0.916134717
## WAKE 2.418050106 1.45224702 1.587815158 0.30972769 -0.227758754
## WARREN -0.453553613 0.55083219 1.268678148 1.43921375 0.235494100
## WASHINGTON -1.979682802 -1.99330561 -0.069996049 1.00415660 -1.443295131
## WATAUGA 0.712998538 2.53023389 -1.175050392 -1.32329911 1.127894699
## WAYNE 0.589761747 0.02569249 1.057404073 0.93261749 1.438958685
## WILKES -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON 0.100172410 -0.43552148 1.115019933 1.41217198 0.669471759
## YADKIN -0.174084074 -0.66610710 -0.933097153 -0.93372437 0.020630400
## YANCEY -0.024653676 1.00857737 -1.322432180 -1.35650881 0.480623357
## lowincpct lesshs lesshspct under5 under5pct
## ALAMANCE 0.17789063 -0.35102045 0.07527144 0.116257896 0.448117199
## ALEXANDER -0.22295738 1.25685725 0.84509107 -0.104741920 -0.038136266
## ALLEGHANY 1.14403565 0.53354946 1.71177900 -1.269052817 -0.979503099
## ANSON 0.92267341 0.78071878 0.76480775 -0.526234620 -0.242456264
## ASHE -0.22382165 -0.19340220 0.08240277 -0.837698896 -0.724417483
## AVERY 0.73046100 -0.18260724 0.01184513 -1.265913684 -1.244566709
## BEAUFORT 0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BERTIE 0.89310377 0.04436018 0.52589995 -1.200508907 -0.900531196
## BLADEN 1.68647779 0.04494203 0.75687022 -0.690165562 0.699819483
## BRUNSWICK -1.44850753 -1.13259703 -1.43880483 -0.656326719 -1.269506234
## BUNCOMBE -0.66856823 -1.05481259 -1.46712504 0.143610170 0.055155763
## BURKE 0.06043337 1.40543911 0.93183944 -0.177118163 -0.365394293
## CABARRUS -1.04866566 -0.27404023 -0.74331642 1.900474441 1.299267405
## CALDWELL 0.44375661 0.94369618 1.08651309 -0.403438149 0.026243700
## CAMDEN -2.18289532 0.49929710 -0.64077720 0.092961960 -1.434667537
## CARTERET -1.75524251 -2.13980465 -1.72135220 -1.234091484 -1.316793936
## CASWELL -0.09490631 0.89745041 1.07524756 -0.661743264 -0.873946148
## CATAWBA -0.55301076 0.37921822 -0.06903556 0.465848299 0.489787935
## CHATHAM -1.31178262 0.46333733 -0.60747462 0.634306911 -0.081663978
## CHEROKEE 0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLAY 0.35054271 -0.38595460 -0.76807892 -0.710234235 -0.896173444
## CLEVELAND 0.75571322 -0.35097347 0.26921687 -0.297451324 0.425316728
## COLUMBUS 0.96303732 0.03860365 0.33341295 -0.622713410 -0.324780879
## CRAVEN -0.34428023 -0.68727157 -0.51981057 0.822164287 1.204276589
## CUMBERLAND 0.37755172 -1.33389364 -1.28075675 1.664926555 1.950416390
## CURRITUCK -1.87108086 -0.50276659 -1.49590185 0.461286998 -0.817585854
## DARE -2.57415258 -2.32977922 -2.41403048 -0.868813252 -1.581450736
## DAVIDSON 0.12314493 0.57189105 0.52965188 0.132683288 0.136879180
## DAVIE -1.47940801 0.15041860 -0.44046982 0.003263981 -0.789306024
## DUPLIN 1.50971699 3.62031289 2.10941149 0.984780109 0.961669763
## DURHAM -0.78839373 0.14389851 -0.53874396 1.789083889 1.115073593
## EDGECOMBE 1.58175778 0.12866146 1.04599020 -0.399367376 0.742069381
## FORSYTH -0.25413396 -0.91259827 -0.76973507 0.469177767 0.881269094
## FRANKLIN -0.15958956 2.02564052 0.34802008 1.365849958 0.419133161
## GASTON 0.05429053 -0.51013437 0.23303288 -0.145240767 0.680618471
## GATES -1.33303760 -0.92363335 -0.43183671 -1.025012859 -1.321495718
## GRAHAM 1.44097711 -0.21717844 1.10055639 -1.121698182 -0.638509476
## GRANVILLE -0.63815453 1.22429018 0.46997724 0.372252545 -0.536723848
## GREENE 0.52601582 3.48205530 2.24450704 0.097961848 -0.087259326
## GUILFORD 0.10234208 -0.55317177 -0.72791480 0.900101315 0.974557665
## HALIFAX 1.69819267 0.19089726 1.68050759 -0.837409242 -0.169461133
## HARNETT 0.04891611 0.83099661 -0.24943270 2.652412510 1.611051823
## HAYWOOD -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## HENDERSON -1.01046033 -0.82275893 -1.08676622 -0.076305060 -0.277762876
## HERTFORD 1.22452461 0.72375937 1.22291305 -0.673336570 -0.316393184
## HOKE 0.64837420 0.91038371 -0.03393701 3.478085717 2.226386624
## HYDE -1.29235534 -0.83545174 -0.73908657 -1.055345509 -1.754178885
## IREDELL -1.12980496 -0.88262031 -0.77649631 0.217445764 0.470213574
## JACKSON 0.15585923 -0.77193632 -1.00159946 -0.134532916 -0.291496015
## JOHNSTON 0.11770742 1.29665349 0.24690962 2.193420604 1.255240117
## JONES 1.59094551 0.91615559 0.62996915 -0.561666152 -0.534614542
## LEE 0.29836039 0.65356074 0.58886093 0.836931690 1.356506129
## LENOIR 1.49735920 0.31389399 1.31219773 -0.305326941 0.805682585
## LINCOLN -0.34259020 0.34233384 -0.10813642 0.102061755 0.319086630
## MACON 0.35010450 0.42120078 0.23616948 -0.504605226 -1.049134527
## MADISON -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL 0.53863908 -0.50849267 0.21299746 -0.663806709 0.062793941
## MECKLENBURG -1.38251028 -0.64918706 -1.23688827 1.611351185 1.368651782
## MITCHELL -0.71661499 -0.72093018 0.35761412 -1.018977281 -1.168451385
## MONTGOMERY 0.68331823 0.62209545 1.08344804 -0.336914721 -0.179469680
## MOORE -1.11429612 -0.87869870 -1.01866005 0.485803990 0.498347718
## NASH -0.19330615 -0.18494282 0.08205787 0.070962456 0.223333288
## NEW HANOVER -0.57984138 -1.51926000 -1.88677673 0.492161303 -0.270424172
## NORTHAMPTON 0.84269264 -0.30162508 0.80501010 -1.204054281 -0.400439297
## ONSLOW -0.07241957 -1.41138785 -1.42682007 3.366586145 3.192561254
## ORANGE -1.34431681 -1.60006642 -1.89397039 0.284924303 -0.740266279
## PAMLICO -0.32009615 -1.47214759 -1.00043705 -1.414504087 -1.538271761
## PASQUOTANK 0.02452508 -0.32424509 -0.36618049 0.535451994 1.827166779
## PENDER -1.29821643 0.22247700 -0.82786872 0.829273501 -0.303631044
## PERQUIMANS -1.06009386 -0.94968700 -0.86694784 -0.914515348 -0.956076208
## PERSON -0.19955874 -0.15034850 -0.16784183 0.001714016 -0.021675569
## PITT 0.74443608 -0.84071257 -1.02113372 0.962655914 0.408324930
## POLK -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH 0.08316632 1.44999920 0.80156044 0.488243755 0.583013476
## RICHMOND 1.36476780 -0.13733107 0.87239766 -0.369161777 1.170084506
## ROBESON 2.06725865 1.69202618 1.70586736 0.765475222 1.791450202
## ROCKINGHAM 0.07826933 0.29400475 0.38494488 -0.355904741 -0.118185498
## ROWAN -0.21983786 -0.06526985 -0.14880274 0.150700022 0.323153903
## RUTHERFORD 0.31977974 0.13593339 0.39830282 -0.451400779 -0.372412663
## SAMPSON 1.14091382 1.39554287 1.33827195 0.382566549 1.106382564
## SCOTLAND 1.97572383 0.57233641 0.94709434 0.078517841 1.126506850
## STANLY -0.19222530 -0.35271845 -0.13092456 -0.142304480 0.366634347
## STOKES -0.76413705 0.61204543 0.36557340 -0.421784510 -0.655457606
## SURRY 0.23632611 0.80446795 1.26868034 -0.528379977 -0.008411926
## SWAIN 0.22042007 0.61353236 1.04478706 -0.139949460 -0.075062841
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## TYRRELL 0.05549840 0.21390936 0.99387380 -1.811495145 -2.441358847
## UNION -1.87187192 -0.25083027 -0.92965167 1.622951772 0.590676094
## VANCE 1.80639633 0.69387965 1.36706902 0.150081886 1.896193325
## WAKE -2.08090712 -1.00907524 -1.80171308 2.169986608 0.737457622
## WARREN 0.45581098 0.83278390 0.69799695 -0.715186504 -0.567839183
## WASHINGTON 0.49168724 -0.97894726 0.50369972 -1.194009053 -0.324812114
## WATAUGA 0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE 0.83400627 0.50763427 0.31583805 1.041073939 1.200766903
## WILKES 0.39784540 1.09720771 1.34257468 -0.484053345 -0.402847872
## WILSON 1.21213664 1.08012965 1.58412219 0.279094132 0.353859319
## YADKIN 0.32531929 0.66191772 0.60128558 -0.273815493 0.275917808
## YANCEY 0.65628652 0.16322035 -0.03474699 -0.507024526 -0.512381654
## over64 over64pct pre1960 pre1960pct vuleopct
## ALAMANCE -0.57693568 -0.387079416 0.753607834 1.08600530 0.27465005
## ALEXANDER 0.44401856 0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY -0.21923340 1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON -0.64589754 -0.193745631 1.172398991 1.22529375 1.37950639
## ASHE 0.39117349 1.152808829 0.404499940 -0.34555988 -1.14502447
## AVERY -0.60231378 1.073685441 0.212553796 -0.02860155 -0.75338794
## BEAUFORT 0.66307527 0.900639849 0.470206474 0.23857495 0.58190062
## BERTIE -1.01024062 0.371635232 -0.350089471 0.57397484 1.54650367
## BLADEN -0.82167315 0.309612574 -1.264704749 -0.66379603 1.17633741
## BRUNSWICK 2.36548995 2.795829674 -2.971947725 -2.61762693 -1.23104267
## BUNCOMBE 0.74114293 -0.134335044 1.821167608 0.92443596 -0.89722986
## BURKE 0.46209394 0.235940277 1.021957641 0.42956387 -0.67553596
## CABARRUS 0.09402601 -1.175483751 0.725972035 0.67819760 -0.25535629
## CALDWELL -0.30531672 0.002335771 0.494447836 0.84729717 -0.66403793
## CAMDEN 0.47053381 -1.003562656 -0.248008198 -0.83624112 -1.41659536
## CARTERET -0.69591033 1.248723670 -1.197045034 -0.91476699 -1.43391116
## CASWELL -0.21478328 0.232579300 0.560135215 0.29391958 0.29046103
## CATAWBA 0.21701801 -0.462759289 0.225460865 0.05162252 -0.53840772
## CHATHAM 3.22625443 0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE 1.69819934 2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN -0.50382859 0.217087413 0.294298566 0.01731916 -0.15021632
## CLAY 3.01832829 2.042282705 0.084667380 -1.23951374 -1.05761781
## CLEVELAND -0.68458786 -0.110456660 -0.304766048 0.18998423 0.11802233
## COLUMBUS -0.62895922 0.252595481 -0.311130261 0.27575141 0.66540473
## CRAVEN 0.35198007 -0.192899385 -0.572495057 -0.06176704 0.12093823
## CUMBERLAND -1.25447374 -1.604980885 -1.613836001 -1.20780238 1.20954385
## CURRITUCK -0.02876865 -0.838671310 -1.713299806 -2.05544901 -1.57119006
## DARE -0.71398375 -0.795270143 -1.221967220 -2.21123659 -1.86483955
## DAVIDSON -0.01550347 -0.316848901 -0.004619977 0.02592679 -0.41005602
## DAVIE 1.05011626 0.181737719 0.239429881 -0.11819108 -1.22071447
## DUPLIN 0.53340253 -0.313817701 0.714633220 -0.10719335 1.19130339
## DURHAM -0.42370581 -1.329934026 0.540953276 0.20165572 0.78267677
## EDGECOMBE -0.97717251 0.068713502 0.499954322 1.35318432 1.99900541
## FORSYTH -0.57960082 -0.803741864 0.420981216 0.57130420 0.43812756
## FRANKLIN 1.29019480 -0.391199843 -0.097012981 -0.96220529 0.38524639
## GASTON -1.19173269 -0.653603615 -0.223852405 0.88155457 -0.09485129
## GATES -0.76466866 0.225716219 -0.129976726 0.76767672 -0.18148170
## GRAHAM -0.31676499 0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE 0.47818243 -0.338332927 -0.059596473 0.32911082 0.37577675
## GREENE -0.36540242 -1.040506686 -0.267639212 -0.41814127 1.02307576
## GUILFORD -0.14325639 -1.056752450 0.597898585 0.80556894 0.85986156
## HALIFAX -1.14325676 0.414723461 0.516975853 2.00025920 1.89798036
## HARNETT -0.25249980 -1.251020465 -0.207740482 -0.55643916 0.32548460
## HAYWOOD 0.56979600 0.942622392 1.420116773 1.26071737 -1.34717316
## HENDERSON 2.08411108 1.349818694 -0.470867922 -0.90251796 -0.98177690
## HERTFORD -0.48358560 0.009031768 -0.041495096 0.75991704 1.99973369
## HOKE -1.23035794 -1.872549119 -1.945109363 -1.54712949 1.46582495
## HYDE -1.96342967 -1.671143461 -1.704793033 -1.94849975 -0.64446811
## IREDELL -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JACKSON 0.62993906 0.148004876 -0.133902928 -1.17657978 -0.60722142
## JOHNSTON 0.34582474 -1.087655444 -0.339152192 -0.46850146 0.13668180
## JONES 0.40992753 0.244665587 0.900406125 0.29302811 0.66579110
## LEE -0.18700016 -0.806714237 -0.391991074 -0.18562105 0.62973080
## LENOIR -0.57202304 -0.038263300 1.218731372 1.79316932 1.56525797
## LINCOLN 0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON 0.25367463 0.261857474 0.634912491 0.27748802 -0.71263423
## MADISON 1.24967407 1.994479733 0.650899442 -0.51982608 -1.03728055
## MARTIN 0.19926246 0.551970094 0.898412350 0.57070756 -1.20207572
## MCDOWELL -0.46730942 0.933803966 1.154090241 1.55193419 1.07768255
## MECKLENBURG -1.07644237 -1.834937301 -1.288880819 -1.02443684 0.39871428
## MITCHELL -0.16932858 1.323880667 1.340175895 1.27825539 -1.32048068
## MONTGOMERY -0.47659815 0.259318622 0.955506812 0.76045248 0.37865613
## MOORE 2.12199341 0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH -0.28532325 -0.186612820 -0.024214637 0.22563818 0.83768504
## NEW HANOVER 0.71352223 -0.677254452 0.211889205 -0.06704281 -0.56207148
## NORTHAMPTON -0.74063806 1.486546863 0.478450862 1.56822379 1.47307210
## ONSLOW -1.52065908 -2.045873699 -1.862301247 -1.43317870 0.05883044
## ORANGE -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PAMLICO 0.12159946 1.465275623 -0.940001443 -0.65706784 -0.40474872
## PASQUOTANK -0.37983676 -0.490568634 1.121255033 1.83480376 0.67613510
## PENDER 0.89630744 -0.298769763 -1.208010795 -1.42030437 -0.76768429
## PERQUIMANS 0.49636917 -0.008720309 -0.933866751 -0.95605821 -0.67691052
## PERSON 0.15988183 0.223724608 0.802251055 0.58149124 0.09110380
## PITT -0.64667583 -1.344737342 -1.150855916 -0.57599773 0.84095526
## POLK 3.80465584 2.525389330 3.122800509 0.39553413 -1.18455600
## RANDOLPH 0.21837810 -0.461104463 0.036869774 -0.24838321 -0.45342416
## RICHMOND -1.31439485 -0.540748154 -0.091618442 0.94258233 0.89768722
## ROBESON -0.86097648 -1.080721635 -0.535111778 0.02223687 2.51422612
## ROCKINGHAM -0.18806112 0.180602471 2.264263714 1.80725477 -0.20027731
## ROWAN -0.30400643 -0.427537177 1.577780530 1.46966838 -0.19938859
## RUTHERFORD -0.05945730 0.562138868 1.209594596 1.02124196 -0.54439490
## SAMPSON -0.43560768 -0.393000118 -0.170029447 0.11142122 1.18755595
## SCOTLAND -0.77379414 -0.370266611 -0.145218027 0.74179377 1.78997587
## STANLY -0.38788615 -0.130145249 1.889318458 2.31334672 -0.55668190
## STOKES 0.41316087 0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY -0.45151913 0.175847563 0.376482642 0.46659104 -0.65285579
## SWAIN -0.66214305 -0.027803725 -0.590937475 -0.87473299 -0.04671032
## TRANSYLVANIA 1.97170457 2.133278268 0.627338719 0.34765533 -1.07098137
## TYRRELL -1.51688575 -0.333190387 0.064615701 0.46996201 0.31477145
## UNION -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE -0.54557487 -0.459350915 0.246931308 1.00550675 2.11782467
## WAKE -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WARREN 0.77620698 1.241012717 0.592035612 0.07173488 1.29751527
## WASHINGTON -1.35806624 0.651836733 -0.913663166 0.04659220 0.96214246
## WATAUGA -0.05950791 -0.380793917 0.305618062 -0.98611117 -1.01271710
## WAYNE -0.17192377 -0.689346065 -0.082976806 0.09548443 1.01712623
## WILKES -0.06331158 0.335312802 -0.098738411 0.19007442 -0.72151812
## WILSON -0.27886488 -0.415969486 0.655643072 1.12199259 1.52353219
## YADKIN -0.17515611 -0.007772497 0.634949243 0.77242875 -0.63848971
## YANCEY 1.12070643 1.259957975 1.420627998 0.17930754 -0.86746883
## vuleo dispeo dslpm cancer resp
## ALAMANCE 0.080447130 0.193585344 1.427111706 0.898839431 0.76080740
## ALEXANDER -0.633244857 -0.948309043 -0.367197250 0.141179842 -0.08669581
## ALLEGHANY -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON 0.820433059 1.282323494 -0.282855853 1.018398893 1.20624270
## ASHE -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT -0.008097535 0.253075960 -0.581241718 -0.709846077 -0.53673513
## BERTIE 0.280263084 1.448684168 -0.851875482 -0.781490259 -0.75679897
## BLADEN 0.049535447 0.924710282 -0.742776800 -0.043585177 0.22623096
## BRUNSWICK -0.949575262 -1.007803391 NA NA NA
## BUNCOMBE -0.587455876 -1.138896587 0.624226258 -0.577553838 -0.66179003
## BURKE -0.287543316 -0.536480851 0.226686522 0.441363560 0.35567891
## CABARRUS 0.745983187 -0.686137388 2.858073048 1.593379224 1.61434041
## CALDWELL -0.917124884 -0.759311841 0.042430542 0.240274755 0.13257468
## CAMDEN -0.558432212 -1.309925944 -0.592815271 -1.281421639 -1.25628190
## CARTERET -1.710736349 -0.867061449 NA NA NA
## CASWELL -0.142823470 0.292053424 -0.330610576 0.150403735 0.06783330
## CATAWBA -0.129931315 -0.587305885 0.910484497 1.138463725 0.75831649
## CHATHAM 0.302984157 -0.868915202 0.113756296 0.713524020 0.75282291
## CHEROKEE -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN -0.532619818 0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLAY -0.739802314 -1.070916861 -1.313097821 -1.076968663 -1.21288129
## CLEVELAND -0.365333826 0.031094982 0.883766405 1.215698297 0.99017886
## COLUMBUS 0.052428051 0.677636819 -0.655470325 -0.001177405 0.24568986
## CRAVEN 0.144681107 -0.169260832 -0.563335489 -0.296132292 0.30171274
## CUMBERLAND 1.683525973 1.451080823 NA NA NA
## CURRITUCK -0.940853085 -1.716172789 NA NA NA
## DARE -1.586277531 -1.088716466 NA NA NA
## DAVIDSON -0.433895764 -0.659765869 1.342495806 1.075267238 0.93937745
## DAVIE -0.760305970 -1.408021108 0.748110537 0.702268684 0.60993720
## DUPLIN 1.968650760 1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM 2.164870580 1.330026138 2.773027295 1.885425374 1.26274715
## EDGECOMBE 0.702545528 1.598681119 0.100564184 -0.071218017 -0.13271440
## FORSYTH 0.493426071 0.435477498 1.510368773 1.114364796 0.67671568
## FRANKLIN 1.438967158 0.092898431 -0.058244146 0.426158735 0.41406704
## GASTON -0.626000493 -0.256797433 2.167493284 1.923818005 1.56387262
## GATES -0.733103630 -0.162867399 -0.641518223 -0.819740247 -0.78985534
## GRAHAM -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE 0.959687997 0.271354109 0.309798577 0.881822677 0.71763173
## GREENE 1.555641776 1.500472717 -0.554366924 -0.367978381 -0.36349101
## GUILFORD 1.378265556 0.878644323 NA NA NA
## HALIFAX 0.309094442 1.408321832 0.257032844 0.200856319 0.28399264
## HARNETT 1.717125772 0.485537212 0.132442212 0.822427799 1.06043561
## HAYWOOD -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## HENDERSON -0.779476275 -1.195637166 NA NA NA
## HERTFORD 1.146837516 1.812077875 -0.580209202 -0.436767200 -0.44950613
## HOKE 3.159178992 2.222114061 NA NA NA
## HYDE -0.747540567 0.416542749 NA NA NA
## IREDELL -0.599066426 -0.893141353 1.650924675 1.027109915 1.07999187
## JACKSON -0.149269108 -0.553475054 -1.231319579 -1.556831456 -1.53154364
## JOHNSTON 1.319213038 -0.310464151 0.763434086 0.421325946 0.60230185
## JONES 0.531576629 0.814895568 -0.912323133 -0.356819074 0.21331666
## LEE 0.844328015 0.631604494 0.440639595 0.895744900 2.23422824
## LENOIR 0.433747966 1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN -0.622377025 -1.125821222 0.854504858 1.056736274 0.90988302
## MACON -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL -0.134013739 0.686893112 -0.563434025 -0.696894284 -0.63372792
## MECKLENBURG 1.421014329 0.682642787 NA NA NA
## MITCHELL -1.600765124 -1.007224677 -1.088966282 -1.607335269 -1.70525652
## MONTGOMERY -0.040723883 0.462507356 -0.403899476 0.944317563 1.28931364
## MOORE -0.469652669 -1.057019138 -0.239329655 1.074387365 1.06640917
## NASH 0.529275674 0.670335076 0.717760396 0.200362909 0.18284293
## NEW HANOVER 0.120294279 -0.796042048 NA NA NA
## NORTHAMPTON -0.092174709 1.154494446 -0.438298190 -0.138225828 -0.14346623
## ONSLOW 1.128607424 0.055384942 NA NA NA
## ORANGE 0.303513936 -0.663926275 1.764163393 1.192612399 1.01402577
## PAMLICO -1.089267718 -0.179299041 NA NA NA
## PASQUOTANK 0.565260137 0.545874101 0.094871540 -1.108922166 -1.04931060
## PENDER 0.011987751 -0.869046004 NA NA NA
## PERQUIMANS -0.823742807 -0.190477319 -0.717151119 -1.282784367 -1.25319839
## PERSON 0.089452599 -0.005865324 -0.076368245 0.306672776 0.18643023
## PITT 1.650272634 1.076550306 0.481525182 -0.221933497 -0.10271950
## POLK -0.671641552 -1.360697253 -0.099910059 0.006963312 -0.14796936
## RANDOLPH -0.093045586 -0.572351659 0.740760329 0.872487309 0.70155712
## RICHMOND -0.092453685 0.726333975 -0.009447269 1.050826375 1.31373187
## ROBESON 2.518721384 2.879467567 0.227073774 0.469732388 0.75966061
## ROCKINGHAM -0.389421203 -0.138855845 0.139742771 0.352652680 0.18041836
## ROWAN -0.166485497 -0.249416319 1.883033198 1.303015051 1.22170229
## RUTHERFORD -0.791523516 -0.517913696 0.174796782 0.792868333 0.66953062
## SAMPSON 0.891638180 1.180505215 -0.487253764 0.073985138 0.17791298
## SCOTLAND 0.993085849 1.548161653 -0.081688323 1.012707489 1.31171325
## STANLY -0.820209155 -0.665898907 0.616096666 1.761648095 1.30051548
## STOKES -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## SWAIN -0.071931332 0.552296311 NA NA NA
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## TYRRELL -0.749560212 0.588007980 -0.909640134 -1.397843295 -1.39968374
## UNION 0.250374901 -1.411042429 1.671739718 1.335046559 1.40620958
## VANCE 1.204650412 1.703199117 0.362693120 0.593430810 0.44609475
## WAKE 1.130094442 -0.592168284 2.835262498 1.287363271 1.24771389
## WARREN 1.072157215 1.573991899 -0.411699378 0.159624308 0.14180353
## WASHINGTON -0.564807336 0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE 1.267881661 1.070837928 0.081980079 0.304580447 0.25703870
## WILKES -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON 1.063820179 1.231979870 0.711353659 0.276955953 0.17167410
## YADKIN -0.745439655 -0.615258083 0.080164228 0.050728740 0.05450729
## YANCEY -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
## pnpl prmp ptsdf ozone pm25
## ALAMANCE -0.57686169 0.7600787422 0.77831698 0.71453588 0.73622593
## ALEXANDER -0.29627482 -0.8760752175 -0.62613322 0.57487102 0.90384017
## ALLEGHANY -0.13251605 -1.0990870365 -0.74560167 0.15993844 -1.13357236
## ANSON -0.19012161 -1.0606373585 -0.46837459 0.04985865 0.02786616
## ASHE 0.17469551 -1.1860346492 -0.48435673 0.42264494 -1.45230383
## AVERY -0.60709654 -1.1775084938 -0.73946093 0.37447457 -1.49266263
## BEAUFORT 1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BERTIE -0.61121505 -0.5208008046 -0.73590128 -1.12654314 -0.90025443
## BLADEN -0.47420307 -0.5002406864 -0.57503766 -1.45005828 -0.18429849
## BRUNSWICK 0.15779565 -0.6552477624 -0.27299861 -2.33812719 -1.28578969
## BUNCOMBE 1.61396042 -0.2472810412 1.34051840 0.50270937 -0.79187607
## BURKE -0.57653627 1.3836509227 0.07732765 0.34088032 0.54872663
## CABARRUS 2.27373879 0.5098766438 0.17274455 2.06021829 1.48121302
## CALDWELL -0.55459419 2.2309275883 1.32967496 0.40137851 0.36095621
## CAMDEN -0.60569881 -0.6852021078 -0.67905505 -0.55921929 -1.64380685
## CARTERET -0.23073179 -1.0996440305 -0.38558865 NA NA
## CASWELL -0.28555880 -0.9028589751 -0.64720833 0.29626280 0.39104107
## CATAWBA -0.20863630 1.8668387694 1.44852586 1.01196557 1.53146632
## CHATHAM -0.39697945 0.4651986967 -0.60270302 0.38069901 0.82084078
## CHEROKEE -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLAY -0.66328888 -1.0715675762 -0.70122231 -1.69537665 -0.95608849
## CLEVELAND 0.68746495 0.4538352972 0.09111301 0.87392943 1.60404348
## COLUMBUS -0.28614227 -0.9953496348 -0.35073091 -2.14267666 -0.46141304
## CRAVEN 0.70058516 0.5776341230 -0.26326557 -1.87380370 -1.22717162
## CUMBERLAND 1.64590137 0.3987382459 0.58991512 0.28588928 1.05690244
## CURRITUCK -0.60193471 -0.8939629357 -0.74628712 NA NA
## DARE -0.74271582 -0.5782484522 -0.49856305 NA NA
## DAVIDSON -0.45249677 0.7954716368 0.44396511 1.84095619 0.92621970
## DAVIE -0.26660716 -0.4322777326 -0.33631387 1.61337413 0.97236727
## DUPLIN -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM 0.20985805 0.8537537227 2.90049958 0.65494904 1.68797344
## EDGECOMBE -0.61708797 1.3611933615 -0.16425623 -0.45176556 0.01753294
## FORSYTH -0.45223085 0.7080517894 3.29007914 1.77402594 0.77842857
## FRANKLIN -0.42280564 -0.6768527900 -0.41895257 0.18114282 0.82304144
## GASTON 3.97196114 3.5192904026 1.67113736 1.29582615 1.97543469
## GATES -0.52492646 -1.0484747240 -0.70934167 -1.03493605 -1.01589466
## GRAHAM -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE 3.63056452 -0.2639752254 0.38751093 0.44404133 1.00047850
## GREENE -0.57889051 -1.0091219642 -0.67532329 -0.52291643 0.03646312
## GUILFORD -0.63822401 1.7202947905 4.28200276 1.71361935 0.73702497
## HALIFAX -0.66186133 0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT -0.38335226 -0.1412771668 -0.56467623 0.16748599 1.08248324
## HAYWOOD 2.95673121 1.2178619148 -0.46307164 0.54047227 -1.19607514
## HENDERSON 1.45729178 -0.4358421728 0.43365902 0.12067284 -0.47209279
## HERTFORD -0.63290667 -0.9272253891 -0.45674908 -1.04715830 -0.70412874
## HOKE 0.24179917 1.7509544454 -0.62866790 0.21940161 0.63986843
## HYDE -0.71603536 -1.2405711919 -0.79800385 NA NA
## IREDELL 1.57059705 1.5845088685 0.34149208 1.55920971 1.48673219
## JACKSON 0.03909674 -0.7018822138 -0.57914680 -0.86711576 -1.21187809
## JOHNSTON -0.48227339 0.5273213592 -0.46638472 -0.11218785 1.01952765
## JONES -0.40687624 -0.9654965186 -0.71515971 -1.75087416 -0.88608097
## LEE -0.49436192 0.1556513895 0.63014088 0.19857789 0.79615430
## LENOIR -0.58365445 0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN -0.26022908 1.0464324370 0.22904150 1.28673075 1.76404040
## MACON -0.44362471 -0.3000954873 -0.22602015 0.24817656 -0.49184880
## MADISON -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN -0.36144890 -0.8119637487 -0.41048697 0.88516151 -1.06301655
## MCDOWELL -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MECKLENBURG 0.13633476 1.6391632205 3.44154499 1.78327971 1.95097228
## MITCHELL -0.54540765 -1.1068666393 -0.51711193 0.49048560 -1.44853890
## MONTGOMERY -0.49068329 -0.0007700371 -0.61251920 0.24091791 -0.46721336
## MOORE 2.44009240 -0.5300262646 -0.51091746 0.12021739 0.05590875
## NASH -0.63421864 0.7945993986 0.30810164 -0.26318083 0.37210295
## NEW HANOVER 1.01812837 0.7480951930 2.85532484 NA NA
## NORTHAMPTON -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ONSLOW 3.29797089 -0.4326286818 0.11385969 NA NA
## ORANGE -0.25643367 -0.6738240723 1.67729917 0.52719711 1.29013338
## PAMLICO -0.27756800 -0.6133900348 -0.63101577 NA NA
## PASQUOTANK -0.59561134 1.6162199173 0.24167597 -0.83067330 -1.55028031
## PENDER -0.32307110 -0.8974724058 -0.62715617 NA NA
## PERQUIMANS -0.66699998 -0.3096469335 -0.70344864 -1.13530295 -1.39802840
## PERSON 1.83651016 -0.0083302524 -0.40086149 0.39533710 0.64970714
## PITT -0.31731781 -0.0724068497 1.23908027 -0.63779280 -0.31802045
## POLK -0.06113608 -1.0054798827 -0.71799231 0.30557541 0.36364253
## RANDOLPH -0.61340370 0.1877666581 0.57764927 1.10220206 0.41645549
## RICHMOND 0.74144204 0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON -0.49219584 1.1225145097 -0.35105459 -0.58761114 0.41582973
## ROCKINGHAM -0.53099515 1.1109891082 0.24477682 0.69193016 0.15580888
## ROWAN 0.90628586 1.0161704153 0.41923161 1.88286674 1.23940433
## RUTHERFORD -0.40305503 0.6793399649 -0.04416178 0.49904003 0.86476888
## SAMPSON -0.48994269 0.2118518872 -0.45890083 -0.75828633 0.40961828
## SCOTLAND -0.39877769 0.0336010080 -0.39881048 -0.06795602 0.33271393
## STANLY -0.39312541 0.0670822711 -0.52892379 0.96231776 0.34948871
## STOKES -0.48921930 -0.8969114006 -0.33667519 0.91178746 -0.03230704
## SURRY -0.37368820 0.5864631443 -0.55118498 0.40382969 -0.32250175
## SWAIN -0.42610230 -1.1145659956 -0.51905141 -0.62604211 -0.84700197
## TRANSYLVANIA -0.32183194 -0.3886707238 0.31142535 -0.41722056 -1.15153171
## TYRRELL -0.70519979 -0.6899332323 -0.76293924 -1.48451138 -1.80168086
## UNION -0.12096644 0.2263286766 0.66611301 0.87403365 1.24137536
## VANCE -0.07756038 0.2502638641 0.06680041 0.05577599 0.61712154
## WAKE 0.99295694 -0.3185729767 2.18623378 0.61482826 1.72786021
## WARREN -0.51074332 -1.1034068117 -0.75125257 -0.33065363 0.22721576
## WASHINGTON -0.57879973 0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA -0.47584878 -1.1836198683 -0.17581308 0.43692845 -1.38719532
## WAYNE -0.65382866 -0.4675997465 -0.02234455 -0.47651172 0.49630212
## WILKES -0.31684422 1.7310747063 -0.33136439 0.19366935 -0.21070069
## WILSON -0.63660855 2.9255496443 0.07110618 -0.19927714 0.42980898
## YADKIN 1.00384839 -0.5322699018 -0.52455960 0.79856206 0.42050642
## YANCEY -0.43129531 -1.1187296011 -0.28995398 0.77760736 -1.44839560
## d_dslpm_2 d_cancr_2 d_pnpl_2 d_ptsdf_2 d_ozone_2
## ALAMANCE 0.54159287 0.19251630 -0.008007687 -0.10238330 0.160894954
## ALEXANDER -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON 1.05648189 1.46264399 0.599301308 0.14771799 1.241140885
## ASHE -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT 0.24022798 0.18968866 2.373085739 0.13288793 0.199953249
## BERTIE 0.84930527 1.21626497 0.240487206 -0.21418362 1.327428984
## BLADEN 0.54443487 0.87024475 0.258247646 -0.14555269 0.815867748
## BRUNSWICK NA NA -0.853228250 -0.78288523 -0.933227943
## BUNCOMBE -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS -1.17759274 -0.86490424 0.408752826 -0.63398339 -0.787775659
## CALDWELL -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CAMDEN -1.11810112 -1.09335875 -0.373640638 -0.43463061 -1.305528255
## CARTERET NA NA -0.497863082 -0.55001641 NA
## CASWELL 0.13695546 0.24962024 0.073884550 -0.25862046 0.255853628
## CATAWBA -0.67746253 -0.69466923 -0.436638558 0.46710984 -0.658430253
## CHATHAM -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN 0.20841104 0.28136512 0.015522093 -0.24486084 0.338656142
## CLAY -0.60842709 -0.93218116 -0.202922568 -0.37151262 -1.020215346
## CLEVELAND 0.09943838 0.00573901 0.217493382 -0.10019157 -0.005311666
## COLUMBUS 0.41146822 0.63715075 0.368017951 0.10587420 0.563557310
## CRAVEN -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## CUMBERLAND NA NA 3.790988314 1.23346975 1.432968711
## CURRITUCK NA NA -0.495769201 -0.38218363 NA
## DARE NA NA -0.172198065 -0.63287151 NA
## DAVIDSON -0.72085222 -0.77017594 -0.251171604 0.05425464 -0.754338695
## DAVIE -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN 1.23896208 1.60547213 0.272157452 -0.13497093 1.554809272
## DURHAM 3.06946256 1.82494832 1.078053694 4.16705600 1.333531370
## EDGECOMBE 1.77581670 1.57395751 0.220347369 0.71257842 1.521766990
## FORSYTH 0.92843387 0.51747980 0.039294168 2.81933032 0.441013018
## FRANKLIN -0.06264564 0.04743296 -0.006420478 -0.31642975 0.048507593
## GASTON -0.30838172 -0.31308150 0.147934978 0.56173396 -0.312034038
## GATES -0.22469445 -0.19153396 -0.091858552 -0.30562092 -0.194243775
## GRAHAM -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE 0.40284162 0.31152759 4.954098794 0.64551831 0.235102495
## GREENE 1.05920534 1.36069505 0.262273043 -0.12428985 1.418393227
## GUILFORD NA NA 0.088469864 5.58645004 0.913716580
## HALIFAX 1.28993909 1.38160926 0.156357452 0.04545381 1.321245791
## HARNETT 0.43604024 0.50147631 0.141941306 -0.18734435 0.447997767
## HAYWOOD -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## HENDERSON NA NA -1.744852074 -1.20469097 -1.237820371
## HERTFORD 1.25670845 1.62717076 0.258241034 0.27860903 1.674905079
## HOKE NA NA 1.617013815 -0.03942649 2.199372639
## HYDE NA NA 0.021869257 -0.28080114 NA
## IREDELL -1.37927828 -1.11526164 0.065408736 -0.34437669 -1.006162274
## JACKSON -0.44176144 -0.47469758 -0.471324900 -0.44023278 -0.557346337
## JOHNSTON -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## JONES 0.40574923 0.72481446 0.251586886 -0.23400067 0.697872585
## LEE 0.80529919 0.68478907 0.117478735 1.61551355 0.597385646
## LENOIR 1.03048134 0.99624490 0.172517652 0.02474698 0.996208371
## LINCOLN -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL 0.44722931 0.55990244 0.146851578 -0.26039991 0.615490275
## MECKLENBURG NA NA 0.681097453 3.09945441 0.716510062
## MITCHELL -0.68015044 -0.79596880 -0.285650029 -0.51470349 -1.068520232
## MONTGOMERY 0.29313164 0.49106846 0.131473699 -0.21807359 0.418089889
## MOORE -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH 0.89405934 0.65242108 0.059739072 0.56160012 0.620649938
## NEW HANOVER NA NA -0.002741639 0.13758055 NA
## NORTHAMPTON 0.90062101 1.09795529 0.101458204 -0.12752146 1.065874166
## ONSLOW NA NA 2.775345509 0.32123965 NA
## ORANGE -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PAMLICO NA NA -0.191128031 -0.27418643 NA
## PASQUOTANK 0.65731721 0.41347347 0.063195777 0.76326483 0.482084708
## PENDER NA NA -0.424776942 -0.59188553 NA
## PERQUIMANS -0.23769632 -0.19901386 -0.081032679 -0.32365187 -0.220149551
## PERSON 0.13425522 -0.03468539 1.332880371 0.08026645 -0.044528371
## PITT 1.37050764 0.99768693 0.409280644 2.51548304 1.005463405
## POLK -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND 0.65063562 0.80234761 0.802873117 0.01864683 0.683003892
## ROBESON 2.89430189 3.03661251 0.784617404 0.46308202 2.765862652
## ROCKINGHAM -0.19337146 -0.19049285 -0.060734585 -0.07981207 -0.187915880
## ROWAN -0.16465185 -0.30572703 0.031684567 0.29330786 -0.307832142
## RUTHERFORD -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON 0.81555549 1.13475711 0.233738490 0.12828506 1.081550618
## SCOTLAND 1.42383162 1.77259883 0.493370782 0.26983792 1.500403113
## STANLY -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## SWAIN NA NA 0.246087002 -0.27390230 0.518417336
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## TYRRELL 0.26762975 0.39946077 0.031660963 -0.25989055 0.503622728
## UNION -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE 1.83984494 1.82430992 0.926559608 0.91617909 1.663449592
## WAKE -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WARREN 1.17621419 1.56756222 0.400793041 -0.20961961 1.509088290
## WASHINGTON 0.44710781 0.64899558 0.147536183 -0.22978926 0.741203318
## WATAUGA -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE 1.13114419 1.12897770 0.102953937 0.82348811 0.999848001
## WILKES -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON 1.57153369 1.26321898 0.146729641 0.29705925 1.177465237
## YADKIN -0.65382397 -0.66847235 -0.784921951 -0.36798861 -0.678762050
## YANCEY -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
## d_pm25_2 arealand areawater npl_cnt tsdf_cnt
## ALAMANCE 0.14707431 -0.834545757 -0.20707231 -0.43775435 0.318872389
## ALEXANDER -1.06191144 -0.365374018 -0.20336850 -0.43775435 -0.628462442
## ALLEGHANY -0.34379575 0.328343365 -0.20478671 -0.43775435 -1.240170076
## ANSON 1.20419473 0.769489687 -0.19384627 -0.43775435 -0.467486749
## ASHE -0.96370154 0.196678409 -0.20402142 3.21361669 0.094464762
## AVERY -0.57618873 -0.059067083 -0.21265574 -0.43775435 -1.240170076
## BEAUFORT 0.17341199 0.491319505 0.03255237 1.85739316 -0.820713413
## BERTIE 1.26888571 1.232149603 -0.07486345 -0.43775435 -0.506120915
## BLADEN 0.83545054 0.786029195 -0.18632318 -0.43775435 -0.293009869
## BRUNSWICK -0.95005805 -0.457896729 -0.06695762 1.34736038 0.391050281
## BUNCOMBE -1.11314654 -0.800393197 -0.21188788 1.12711895 1.238437479
## BURKE -0.61640781 -0.504724122 -0.20429134 -0.43775435 0.531672726
## CABARRUS -0.81138560 -0.828204332 -0.21146970 0.41682185 0.633997994
## CALDWELL -0.84302939 -0.578691532 -0.21047983 -0.43775435 2.074890649
## CAMDEN -1.19456777 1.569582455 0.55311104 -0.43775435 -1.240170076
## CARTERET NA -0.615841754 0.53819299 -0.43775435 -0.628462442
## CASWELL 0.23611939 0.482100932 -0.20116871 -0.43775435 -1.240170076
## CATAWBA -0.70799113 -0.802908679 -0.20322023 -0.43775435 2.314173228
## CHATHAM -1.03232138 0.207055054 -0.16211760 -0.43775435 -0.401256749
## CHEROKEE -0.92086591 0.353694045 -0.17850877 -0.43775435 0.158018802
## CHOWAN 0.29599979 -0.266054507 0.07314443 -0.43775435 -1.240170076
## CLAY -1.03587837 0.950938593 -0.15888632 -0.43775435 -1.240170076
## CLEVELAND -0.02087357 -0.683477080 -0.20999889 0.60549452 0.285126881
## COLUMBUS 0.58019700 0.238989406 -0.18974009 1.27139805 -0.303086041
## CRAVEN -0.20783794 -0.351610181 -0.14483740 0.81740444 -0.551998988
## CUMBERLAND 1.49658356 -0.861079725 -0.21137222 0.38614475 -0.110863675
## CURRITUCK NA 0.073622529 0.94625169 -0.43775435 -1.240170076
## DARE NA -0.289683996 2.16756344 -0.43775435 -0.322608625
## DAVIDSON -0.75494771 -0.743513588 -0.20455693 -0.43775435 0.391050281
## DAVIE -1.55112952 -0.384238594 -0.20584725 -0.43775435 -0.065691419
## DUPLIN 1.61522210 0.504046521 -0.20276248 -0.43775435 -0.808376452
## DURHAM 1.44171445 -0.958696694 -0.20845764 -0.43775435 2.502041331
## EDGECOMBE 1.52665866 -0.370592730 -0.21135572 -0.43775435 -0.615447386
## FORSYTH 0.40070479 -0.971550595 -0.21213101 -0.43775435 1.599361656
## FRANKLIN 0.02668737 0.002826467 -0.20728634 -0.43775435 0.717294352
## GASTON -0.35052231 -0.946516334 -0.21033481 1.41959046 0.796498115
## GATES -0.20853545 1.172714924 -0.17961118 -0.43775435 -1.240170076
## GRAHAM -0.38065412 1.333910858 -0.13381958 -0.43775435 0.594952826
## GRANVILLE 0.22602618 0.018146839 -0.20185370 4.58288083 1.971295002
## GREENE 1.42240837 0.275968704 -0.21098455 -0.43775435 -1.240170076
## GUILFORD 0.86397444 -0.936202160 -0.21071704 -0.43775435 2.530630406
## HALIFAX 1.32278802 -0.143009532 -0.20493570 -0.43775435 -0.664445244
## HARNETT 0.45787071 -0.436766358 -0.20654930 -0.43775435 -0.758826364
## HAYWOOD -1.18541869 -0.319037045 -0.21207245 2.90933577 -0.628462442
## HENDERSON -1.18847067 -0.739698682 -0.21140951 0.67794235 1.002757915
## HERTFORD 1.62223765 0.148117210 -0.18832121 -0.43775435 0.305196578
## HOKE 2.24152143 -0.049393346 -0.20934299 -0.43775435 -1.240170076
## HYDE NA 5.674993783 9.06729234 -0.43775435 -1.240170076
## IREDELL -1.05506184 -0.743199935 -0.19971608 0.99671284 0.594952826
## JACKSON -0.55721156 0.168278148 -0.20383617 -0.43775435 -0.675516875
## JOHNSTON -0.40394277 -0.458955122 -0.20986697 -0.43775435 0.158018802
## JONES 0.67833190 3.376171617 -0.19148229 -0.43775435 -1.240170076
## LEE 0.60694252 -0.626206597 -0.20600192 -0.43775435 1.934096564
## LENOIR 0.98841279 -0.520417855 -0.21017472 -0.43775435 0.009275304
## LINCOLN -1.32322119 -0.690882007 -0.20149685 -0.43775435 1.108787238
## MACON -0.78006731 -0.142930960 -0.20191393 -0.43775435 0.654150339
## MADISON -0.90253032 0.136606430 -0.20375672 -0.43775435 -1.240170076
## MARTIN -1.13989292 0.778051469 -0.20568008 -0.43775435 -0.322608625
## MCDOWELL 0.57901497 0.356495354 -0.21245964 -0.43775435 -1.240170076
## MECKLENBURG 0.72308210 -1.020201811 -0.21069329 -0.29301532 1.378599902
## MITCHELL -0.94236281 -0.036215645 -0.21040968 -0.43775435 -0.191528418
## MONTGOMERY 0.36614948 0.396721249 -0.18344596 -0.43775435 -0.572852657
## MOORE -1.10988917 -0.272192049 -0.20413176 3.79014896 -0.467486749
## NASH 0.62062730 -0.532118616 -0.21094905 -0.43775435 0.792581446
## NEW HANOVER NA -0.976611190 -0.13846857 0.23166367 2.307734200
## NORTHAMPTON 1.05805962 0.532517714 -0.17178179 -0.43775435 -0.572852657
## ONSLOW NA -0.557122739 -0.11522645 1.23579071 -0.016754808
## ORANGE -0.77412768 -0.731696581 -0.21035767 -0.43775435 0.130055024
## PAMLICO NA 0.631305150 0.92551665 -0.43775435 -0.110863675
## PASQUOTANK 0.40859627 -0.504860846 -0.05539884 -0.43775435 0.453789526
## PENDER NA 0.720248215 -0.08415336 -0.43775435 -0.781389350
## PERQUIMANS -0.22835817 0.281062691 0.23487093 -0.43775435 -0.016754808
## PERSON -0.06779035 -0.083489394 -0.18287358 2.65186730 -0.675516875
## PITT 0.97824027 -0.632701501 -0.21118084 -0.43775435 1.359587368
## POLK -1.44081133 0.228879650 -0.20920649 -0.43775435 -1.240170076
## RANDOLPH -0.65011436 -0.480323019 -0.20751599 -0.43775435 0.808339210
## RICHMOND 0.65196018 -0.317630234 -0.20373942 1.52151791 -0.882097314
## ROBESON 2.88169559 -0.369889974 -0.21189763 -0.43775435 -0.406023302
## ROCKINGHAM -0.19769661 -0.539861627 -0.20656857 -0.43775435 1.100276523
## ROWAN -0.32710034 -0.722371776 -0.20465464 0.41682185 0.633997994
## RUTHERFORD -0.59536847 -0.362653431 -0.21107087 -0.43775435 0.171462925
## SAMPSON 1.12700698 0.308891900 -0.21058404 -0.43775435 -0.913926004
## SCOTLAND 1.50863725 -0.299998875 -0.20974922 -0.43775435 0.391050281
## STANLY -0.74468719 -0.513897107 -0.19942834 -0.43775435 -0.282714649
## STOKES -1.42824365 -0.123581246 -0.19895906 -0.43775435 -0.293009869
## SURRY -0.55584594 -0.483650396 -0.20891337 -0.43775435 -0.493679404
## SWAIN 0.43168784 1.829317957 -0.14476947 -0.43775435 -0.016754808
## TRANSYLVANIA -0.97099571 -0.080337289 -0.20817212 -0.43775435 1.696026566
## TYRRELL 0.43351026 4.092415028 2.50143335 -0.43775435 -1.240170076
## UNION -1.61810220 -0.675932054 -0.20892103 -0.43775435 1.610506276
## VANCE 1.70079872 -0.576223096 -0.18090348 -0.43775435 -0.350413517
## WAKE -0.72067738 -0.961177321 -0.21012158 0.09189507 1.147506315
## WARREN 1.52449601 0.811621841 -0.14680105 -0.43775435 -1.240170076
## WASHINGTON 0.68279628 0.446954465 0.11721287 -0.43775435 -1.240170076
## WATAUGA -0.86298958 -0.415346315 -0.21145205 -0.43775435 -0.293009869
## WAYNE 1.03479845 -0.593629014 -0.21002582 -0.43775435 -0.457184304
## WILKES -0.69757818 -0.139983273 -0.21007464 -0.43775435 -0.132171343
## WILSON 1.19466978 -0.640138282 -0.20674536 -0.43775435 0.628318697
## YADKIN -0.68669136 -0.290583001 -0.20680345 2.43118004 -0.715849247
## YANCEY -0.78424798 0.509521564 -0.21038457 -0.43775435 1.018442726
## shape_length shape_area
## ALAMANCE -1.004614926 -0.570739709
## ALEXANDER -0.247982846 -0.309803626
## ALLEGHANY 0.491340833 0.084238178
## ANSON 0.533792116 0.298876995
## ASHE 0.621000504 0.009792536
## AVERY 0.371453730 -0.143457939
## BEAUFORT 0.340911248 0.284172306
## BERTIE 1.140111892 0.649596214
## BLADEN 0.630311176 0.303099794
## BRUNSWICK -0.510881985 -0.304036519
## BUNCOMBE -0.881475362 -0.556184260
## BURKE -0.498977247 -0.388721264
## CABARRUS -1.066718248 -0.571982807
## CALDWELL -0.679360962 -0.431435266
## CAMDEN 1.730298210 1.200811811
## CARTERET -0.337150890 -0.052951600
## CASWELL 0.521776108 0.170289104
## CATAWBA -0.882699399 -0.552577113
## CHATHAM 0.198116582 0.025501297
## CHEROKEE 0.633198385 0.085796213
## CHOWAN 0.014587738 -0.097867343
## CLAY 1.110120758 0.418134268
## CLEVELAND -0.714674750 -0.492521571
## COLUMBUS 0.147238464 0.002483129
## CRAVEN -0.438699215 -0.278306379
## CUMBERLAND -1.112983200 -0.590862701
## CURRITUCK 1.293404201 0.587141868
## DARE 0.821384240 1.040224736
## DAVIDSON -0.822743479 -0.520073488
## DAVIE -0.242226375 -0.321530179
## DUPLIN 0.545875870 0.149929092
## DURHAM -1.235448270 -0.640356895
## EDGECOMBE -0.423063400 -0.317212035
## FORSYTH -1.272893626 -0.649383282
## FRANKLIN 0.163158097 -0.106020664
## GASTON -1.176103576 -0.636061049
## GATES 1.294733302 0.570402989
## GRAHAM 1.270647421 0.648689061
## GRANVILLE -0.031018608 -0.091011577
## GREENE 0.502453166 0.032315528
## GUILFORD -1.232231086 -0.629058691
## HALIFAX -0.250853411 -0.183307771
## HARNETT -0.388545948 -0.355942192
## HAYWOOD -0.386225985 -0.292858921
## HENDERSON -0.763241984 -0.523910527
## HERTFORD 0.236667229 -0.009904929
## HOKE -0.287568870 -0.151112951
## HYDE 5.504819980 8.075111099
## IREDELL -0.843780764 -0.517148468
## JACKSON 0.271039588 -0.025960778
## JOHNSTON -0.383091111 -0.368600293
## JONES 3.009570357 1.710456544
## LEE -0.723768701 -0.458256103
## LENOIR -0.547612924 -0.404515822
## LINCOLN -0.707358404 -0.491072384
## MACON 0.001205813 -0.189180064
## MADISON 0.225651756 -0.045386389
## MARTIN 0.883408796 0.319251982
## MCDOWELL 0.510569931 0.082565186
## MECKLENBURG -1.397887086 -0.676396884
## MITCHELL 0.347444959 -0.130452234
## MONTGOMERY 0.480313017 0.110406818
## MOORE -0.308486478 -0.265527414
## NASH -0.582029322 -0.405825418
## NEW HANOVER -1.196041332 -0.615662386
## NORTHAMPTON 0.681602573 0.215617895
## ONSLOW -0.679049113 -0.376824363
## ORANGE -0.914013746 -0.515467589
## PAMLICO 0.960102942 0.839466233
## PASQUOTANK -0.631161903 -0.301004457
## PENDER 0.669304034 0.320501727
## PERQUIMANS 0.497336451 0.297846450
## PERSON -0.275084353 -0.135809870
## PITT -0.784158934 -0.463933171
## POLK 0.478992829 0.003921703
## RANDOLPH -0.483520731 -0.377405731
## RICHMOND -0.546654085 -0.293167956
## ROBESON -0.342952452 -0.329227571
## ROCKINGHAM -0.505100704 -0.404351970
## ROWAN -0.890402779 -0.509257528
## RUTHERFORD -0.408967601 -0.317690388
## SAMPSON 0.296646237 0.041406525
## SCOTLAND -0.440327524 -0.288602261
## STANLY -0.542800059 -0.394524569
## STOKES 0.101912849 -0.167127224
## SURRY -0.374739388 -0.374067373
## SWAIN 1.284892227 0.918116029
## TRANSYLVANIA 0.054430987 -0.164750793
## TYRRELL 2.980738642 3.653548900
## UNION -0.806133576 -0.489699968
## VANCE -0.667579270 -0.410475601
## WAKE -1.264027586 -0.643084940
## WARREN 0.884737703 0.385311410
## WASHINGTON 0.391475220 0.315462626
## WATAUGA -0.104195162 -0.339018720
## WAYNE -0.634007708 -0.443398130
## WILKES -0.054790683 -0.185189481
## WILSON -0.779954595 -0.464878472
## YADKIN -0.254633806 -0.267708420
## YANCEY 0.833917367 0.169358183ej.scaled <- ej.scaled %>%
na.omit()
ej.scaled## per_tested num_high_lead per_highlead_h fips bf_acreage
## ALAMANCE -0.88410296 1.43983603 -1.44746761 -1.70622042 0.004331364
## ALEXANDER 0.68669397 -0.56838836 -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY -1.70237856 -0.69009893 0.38840094 -1.63728222 -0.313485055
## ANSON -1.67315443 -0.44667779 2.10952771 -1.60281312 -0.295068874
## ASHE 0.01453900 -0.75095421 -1.47615306 -1.56834402 -0.313485055
## AVERY 0.18257774 -0.56838836 0.96210986 -1.53387492 -0.308258594
## BEAUFORT 1.02277145 -0.44667779 -0.47216244 -1.49940582 -0.138494723
## BUNCOMBE -0.12427561 0.40529619 -0.61558967 -1.36152943 0.379309338
## BURKE 1.00085335 0.22273034 0.24497371 -1.32706033 -0.122147159
## CABARRUS -0.89871502 0.52700676 -0.32873521 -1.29259123 -0.155290793
## CALDWELL 0.46020697 -0.14240137 -0.18530798 -1.25812213 -0.210411191
## CATAWBA 0.21910791 -0.02069080 -0.61558967 -1.12024573 -0.156766284
## CHATHAM -0.92793915 -0.56838836 -0.75901690 -1.08577663 0.159392495
## CHEROKEE -0.08774545 -0.69009893 -1.04587136 -1.05130753 -0.313485055
## CHOWAN 0.12412949 -0.69009893 -0.61558967 -1.01683843 -0.230209501
## CLEVELAND 0.86203874 0.10101977 -0.18530798 -0.94790023 -0.141707486
## CRAVEN 1.05199558 0.22273034 -0.32873521 -0.87896203 -0.228818219
## DAVIDSON 0.93509906 1.19641489 0.24497371 -0.74108564 -0.278748769
## DAVIE 0.37253458 -0.32496722 0.53182817 -0.70661654 -0.297100878
## DUPLIN 0.83281461 -0.44667779 -0.75901690 -0.67214744 -0.185139285
## DURHAM -0.54802548 0.64871733 -0.75901690 -0.63767834 0.237847074
## EDGECOMBE 0.54057332 -0.26411193 -0.18530798 -0.60320924 -0.269842733
## FORSYTH 0.08759933 3.02207343 0.10154648 -0.56874014 0.763499064
## FRANKLIN -0.12427561 -0.50753307 -0.75901690 -0.53427104 -0.287169687
## GASTON -1.58548205 0.16187506 -0.47216244 -0.49980194 0.084687056
## GRAHAM -0.56263754 -0.75095421 -1.47615306 -0.43086374 -0.279188121
## GRANVILLE -0.27770228 -0.69009893 -1.33272583 -0.39639464 -0.283297895
## HALIFAX 1.05199558 0.28358563 1.39239155 -0.29298734 0.014171023
## HARNETT -0.95716328 0.83128319 0.53182817 -0.25851825 -0.262035078
## HAYWOOD 0.37984061 -0.50753307 -0.75901690 -0.22404915 -0.276478782
## IREDELL -0.56994357 0.10101977 -0.47216244 -0.05170365 -0.196049865
## JOHNSTON -0.63569786 -0.08154608 -0.90244413 0.01723455 -0.244808809
## LEE 0.40175871 -0.02069080 0.10154648 0.08617275 -0.257806313
## LENOIR 1.30040067 0.28358563 0.96210986 0.12064185 -0.262007618
## LINCOLN -1.71699063 -0.38582250 -0.18530798 0.15511095 -0.225728108
## MACON -0.06582735 -0.44667779 0.24497371 0.18958005 -0.299489855
## MADISON 0.22641394 -0.56838836 0.24497371 0.22404915 -0.311608654
## MARTIN 1.30040067 -0.44667779 0.38840094 0.25851825 -0.284588492
## MCDOWELL 0.21180187 -0.32496722 0.24497371 0.29298734 -0.178475776
## MONTGOMERY 1.90680134 -0.14240137 1.53581878 0.39639464 -0.310235679
## MOORE 1.05930161 0.04016449 -0.47216244 0.43086374 -0.259087757
## NASH 1.05199558 0.77042790 0.67525540 0.46533284 0.036422383
## NORTHAMPTON 0.51865523 -0.56838836 0.24497371 0.53427104 -0.306986303
## ORANGE -0.85487883 -0.38582250 -0.75901690 0.60320924 -0.187931002
## PERSON -1.60009411 -0.32496722 1.53581878 0.77555474 -0.289970557
## PITT 0.02184504 -0.02069080 -0.75901690 0.81002384 -0.237989697
## POLK -1.43205537 -0.69009893 -0.32873521 0.84449293 -0.266822187
## RANDOLPH 0.66477587 0.70957262 0.10154648 0.87896203 -0.216214302
## RICHMOND 1.23464638 0.34444091 1.39239155 0.91343113 -0.304331883
## ROBESON 0.73053016 0.46615148 -0.32873521 0.94790023 0.240409962
## ROWAN 0.13143552 0.70957262 0.24497371 1.01683843 0.358467567
## RUTHERFORD -2.19188272 -0.62924364 -0.75901690 1.05130753 -0.161359345
## SAMPSON 1.38807306 0.10101977 -0.04188075 1.08577663 -0.279700699
## SCOTLAND 0.91318096 -0.14240137 0.67525540 1.12024573 0.769573108
## STANLY 1.15428003 0.22273034 0.67525540 1.15471483 -0.296158101
## STOKES -0.17541783 -0.32496722 0.67525540 1.18918393 -0.307773476
## SURRY -0.62839183 0.46615148 2.10952771 1.22365303 -0.160892534
## TRANSYLVANIA 0.48943110 -0.56838836 -0.32873521 1.29259123 0.870596662
## UNION -2.05306811 -0.14240137 -0.61558967 1.36152943 -0.076147896
## VANCE -0.67953406 -0.50753307 -0.47216244 1.39599852 -0.277842605
## WAKE -0.84026676 5.21286367 -0.32873521 1.43046762 0.918577586
## WASHINGTON -0.07313338 -0.69009893 -0.61558967 1.49940582 -0.291517443
## WATAUGA 1.10313780 -0.38582250 -0.04188075 1.53387492 -0.277897524
## WAYNE 0.13874155 -0.02069080 -0.61558967 1.56834402 -0.227024197
## WILKES 0.56979745 -0.32496722 -0.47216244 1.60281312 -0.287535814
## WILSON 1.13236193 0.52700676 0.53182817 1.63728222 -0.269202011
## YANCEY -1.00830550 -0.62924364 0.24497371 1.70622042 -0.240561738
## objectid id acstotpop acsipovbas acseducbas
## ALAMANCE -1.58767489 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER -1.55097332 -1.679863730 0.24405742 0.211718117 0.45702447
## ALLEGHANY -1.54159701 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON -1.53356017 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE -1.52257649 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY -1.51239649 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT -1.49873387 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BUNCOMBE -1.37255549 -1.370440686 0.55350341 0.569888246 0.91133259
## BURKE -1.31576183 -1.335665393 0.24444822 0.242772331 0.43113102
## CABARRUS -1.27504184 -1.300852369 1.98847498 2.086895550 1.90171683
## CALDWELL -1.23325028 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CATAWBA -1.13975505 -1.129112939 0.54575400 0.599701222 0.57678978
## CHATHAM -1.10492875 -1.094496593 1.55258833 1.634761649 2.10943696
## CHEROKEE -1.08992665 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN -1.08055034 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLEVELAND -1.05242140 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## CRAVEN -0.98946616 -0.871576525 0.43133100 0.323919951 0.17189396
## DAVIDSON -0.81372728 -0.749258894 0.17983541 0.248139727 0.23352823
## DAVIE -0.77809729 -0.714473258 0.63308927 0.736209011 0.85295311
## DUPLIN -0.76229151 -0.679845863 0.80119539 0.884907376 0.74895777
## DURHAM -0.71219521 -0.646814433 1.57878903 1.468819393 1.67929722
## EDGECOMBE -0.65861629 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH -0.58092684 -0.577995121 0.19282213 0.202303876 0.02124225
## FRANKLIN -0.50779160 -0.542548503 2.04795261 2.044113938 2.27651603
## GASTON -0.45340899 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GRAHAM -0.39956217 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE -0.38884639 -0.389057471 1.10154925 0.990568906 1.31590536
## HALIFAX -0.20319540 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT -0.17319120 -0.266740218 1.97093175 1.953445006 1.69828195
## HAYWOOD -0.14399069 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## IREDELL -0.03576126 -0.060187717 0.22585625 0.316367651 0.17116760
## JOHNSTON 0.03067661 0.008371874 2.37685845 2.468148322 2.33210651
## LEE 0.06684239 0.077099762 0.47328248 0.535089609 0.33317512
## LENOIR 0.08934554 0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN 0.11533132 0.146700454 0.48445491 0.574076436 0.66928918
## MACON 0.13703079 0.196655951 -0.02354282 0.007790672 0.15908142
## MADISON 0.15283657 0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN 0.16462393 0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL 0.17453603 0.300013523 -1.06860292 -0.973482525 -1.09646682
## MONTGOMERY 0.49091960 0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE 0.51208328 0.437487977 0.62742044 0.707469983 0.93235393
## NASH 0.54476642 0.455751552 -0.04965775 -0.007162906 -0.11206474
## NORTHAMPTON 0.63236797 0.540325920 -1.59582515 -1.600315460 -1.60283954
## ORANGE 0.70978952 0.593574368 1.29466131 1.003413274 0.80312107
## PERSON 0.78131739 0.781503476 0.14200151 0.211149358 0.26760210
## PITT 0.81400053 0.800119388 1.12439863 1.059485848 0.45627675
## POLK 0.84293315 0.850407796 0.70677276 0.772419211 1.43005726
## RANDOLPH 0.86918683 0.869542064 0.58238140 0.661677521 0.61626910
## RICHMOND 0.90320945 0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON 0.93776785 0.954472307 0.15561782 0.169539503 -0.21387511
## ROWAN 1.02349414 1.007705238 0.06428816 0.066200648 0.00796831
## RUTHERFORD 1.06260676 1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON 1.08859254 1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND 1.10788095 1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY 1.12743726 1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES 1.14806514 1.180305204 0.05155648 0.132961576 0.31514744
## SURRY 1.17217566 1.229578136 -0.70533078 -0.630655646 -0.76158487
## TRANSYLVANIA 1.20110828 1.298996943 -0.35874234 -0.352403870 -0.01665108
## UNION 1.23807774 1.351714989 2.15766659 2.233343170 1.82002536
## VANCE 1.27451141 1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE 1.40524400 1.421253533 2.44784241 2.463992051 2.43641174
## WASHINGTON 1.53919131 1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA 1.55151447 1.539486693 0.82632468 0.421083627 -0.08898791
## WAYNE 1.57991130 1.558096930 0.55622758 0.563922201 0.36681955
## WILKES 1.61420181 1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON 1.64313443 1.627004518 0.04579453 0.096185685 -0.06459216
## YANCEY 1.67635337 1.712438555 -0.30469348 -0.210186943 -0.04271315
## acstothh acstothu minorpop minorpct lowincome
## ALAMANCE -0.045717388 -0.69541681 0.120161568 0.27124268 -0.034519893
## ALEXANDER -0.004650632 -0.23633285 -0.955061509 -1.02232047 0.246816101
## ALLEGHANY -1.191069112 0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON -0.604288283 -0.74433419 0.960542362 1.35042427 0.236003797
## ASHE -0.301975983 0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY -1.358230537 1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT -0.170459829 0.16381607 -0.029632812 0.37585340 0.154602322
## BUNCOMBE 1.041081256 0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE 0.215584722 -0.06122462 -0.666965925 -0.87147401 0.651532813
## CABARRUS 1.664577534 0.78886383 0.863996433 0.11021583 0.368679492
## CALDWELL -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CATAWBA 0.599126287 0.04027293 -0.254691480 -0.44791069 0.257321089
## CHATHAM 2.052893509 1.28097260 0.351139560 -0.27565072 0.213928385
## CHEROKEE -0.049651671 1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN -1.225115048 -1.36097846 -0.221452013 0.06192854 -1.048398396
## CLEVELAND -0.789107423 -1.05192106 -0.463994337 -0.16214476 0.072704390
## CRAVEN 0.560750423 0.10909092 0.283301687 0.29283441 -0.157019725
## DAVIDSON 0.286787863 -0.20315376 -0.617274827 -0.56446695 0.173749241
## DAVIE 0.572172079 0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN 0.577733518 0.30424192 1.319550156 0.87367883 3.058865136
## DURHAM 1.983265372 1.07600642 2.462425895 1.30443852 0.692875562
## EDGECOMBE -0.994474282 -1.29671687 0.904280904 1.85644844 0.131149282
## FORSYTH 0.265046123 -0.31236334 0.672261133 0.65339469 0.007756527
## FRANKLIN 2.136694101 1.50453631 1.142572890 0.54832511 1.737118944
## GASTON -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GRAHAM -1.364044429 0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE 0.717857657 0.24235838 1.073698639 0.73281041 0.272361810
## HALIFAX -1.338343086 -1.45332033 0.551201604 1.68205646 -0.333797707
## HARNETT 1.410681302 0.85183798 1.243964525 0.38787373 2.332012510
## HAYWOOD -0.199856481 0.14019028 -1.361679318 -1.38570852 -1.168790021
## IREDELL 0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JOHNSTON 1.920930731 1.11157857 0.905767276 0.12301414 2.024817797
## LEE 0.130025975 -0.39015937 0.759706324 0.66685225 0.862443873
## LENOIR -0.679601955 -0.91144313 0.522778958 1.34744260 0.156420387
## LINCOLN 0.576231233 -0.08863151 -0.810768910 -0.91745542 0.092908099
## MACON 0.059933019 -0.21055549 -1.030015476 -1.03682221 0.433000878
## MADISON -0.098276955 1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL -1.025781587 -1.14367083 0.202651983 1.12970376 -0.773130348
## MONTGOMERY -0.837815076 0.14363955 -0.047350080 0.19422231 -0.231860480
## MOORE 0.941187168 0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH -0.062382993 -0.40080439 0.888378198 1.12921981 -0.404628922
## NORTHAMPTON -1.523181721 -1.29873366 0.333538609 1.50051012 -1.141504582
## ORANGE 1.083174479 0.34340850 0.410254812 -0.07709619 -0.392955265
## PERSON 0.281083893 -0.05923330 0.138553463 0.19606277 0.027414680
## PITT 1.253352401 0.70258550 1.316751300 0.74856524 1.893935774
## POLK 1.535854728 1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH 0.670940896 0.03718190 -0.453221843 -0.60241898 0.867803909
## RICHMOND -1.014437407 -1.36123277 0.002749816 0.56514931 -0.271600925
## ROBESON -0.422193828 -0.79437698 2.365243493 2.30299700 2.173821910
## ROWAN -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON -0.416532624 -0.72108224 0.784717373 1.02030101 0.979850371
## SCOTLAND -0.732620457 -1.04830336 0.955989119 1.43281943 0.620457947
## STANLY -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES 0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## TRANSYLVANIA -0.062409013 0.45258862 -1.217028466 -1.30195856 -0.450718831
## UNION 1.331549171 0.38893456 0.478454236 -0.21901075 -0.303753082
## VANCE -0.520693662 -0.74853595 1.213919632 1.91320111 0.916134717
## WAKE 2.418050106 1.45224702 1.587815158 0.30972769 -0.227758754
## WASHINGTON -1.979682802 -1.99330561 -0.069996049 1.00415660 -1.443295131
## WATAUGA 0.712998538 2.53023389 -1.175050392 -1.32329911 1.127894699
## WAYNE 0.589761747 0.02569249 1.057404073 0.93261749 1.438958685
## WILKES -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON 0.100172410 -0.43552148 1.115019933 1.41217198 0.669471759
## YANCEY -0.024653676 1.00857737 -1.322432180 -1.35650881 0.480623357
## lowincpct lesshs lesshspct under5 under5pct
## ALAMANCE 0.17789063 -0.35102045 0.07527144 0.116257896 0.448117199
## ALEXANDER -0.22295738 1.25685725 0.84509107 -0.104741920 -0.038136266
## ALLEGHANY 1.14403565 0.53354946 1.71177900 -1.269052817 -0.979503099
## ANSON 0.92267341 0.78071878 0.76480775 -0.526234620 -0.242456264
## ASHE -0.22382165 -0.19340220 0.08240277 -0.837698896 -0.724417483
## AVERY 0.73046100 -0.18260724 0.01184513 -1.265913684 -1.244566709
## BEAUFORT 0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BUNCOMBE -0.66856823 -1.05481259 -1.46712504 0.143610170 0.055155763
## BURKE 0.06043337 1.40543911 0.93183944 -0.177118163 -0.365394293
## CABARRUS -1.04866566 -0.27404023 -0.74331642 1.900474441 1.299267405
## CALDWELL 0.44375661 0.94369618 1.08651309 -0.403438149 0.026243700
## CATAWBA -0.55301076 0.37921822 -0.06903556 0.465848299 0.489787935
## CHATHAM -1.31178262 0.46333733 -0.60747462 0.634306911 -0.081663978
## CHEROKEE 0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLEVELAND 0.75571322 -0.35097347 0.26921687 -0.297451324 0.425316728
## CRAVEN -0.34428023 -0.68727157 -0.51981057 0.822164287 1.204276589
## DAVIDSON 0.12314493 0.57189105 0.52965188 0.132683288 0.136879180
## DAVIE -1.47940801 0.15041860 -0.44046982 0.003263981 -0.789306024
## DUPLIN 1.50971699 3.62031289 2.10941149 0.984780109 0.961669763
## DURHAM -0.78839373 0.14389851 -0.53874396 1.789083889 1.115073593
## EDGECOMBE 1.58175778 0.12866146 1.04599020 -0.399367376 0.742069381
## FORSYTH -0.25413396 -0.91259827 -0.76973507 0.469177767 0.881269094
## FRANKLIN -0.15958956 2.02564052 0.34802008 1.365849958 0.419133161
## GASTON 0.05429053 -0.51013437 0.23303288 -0.145240767 0.680618471
## GRAHAM 1.44097711 -0.21717844 1.10055639 -1.121698182 -0.638509476
## GRANVILLE -0.63815453 1.22429018 0.46997724 0.372252545 -0.536723848
## HALIFAX 1.69819267 0.19089726 1.68050759 -0.837409242 -0.169461133
## HARNETT 0.04891611 0.83099661 -0.24943270 2.652412510 1.611051823
## HAYWOOD -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## IREDELL -1.12980496 -0.88262031 -0.77649631 0.217445764 0.470213574
## JOHNSTON 0.11770742 1.29665349 0.24690962 2.193420604 1.255240117
## LEE 0.29836039 0.65356074 0.58886093 0.836931690 1.356506129
## LENOIR 1.49735920 0.31389399 1.31219773 -0.305326941 0.805682585
## LINCOLN -0.34259020 0.34233384 -0.10813642 0.102061755 0.319086630
## MACON 0.35010450 0.42120078 0.23616948 -0.504605226 -1.049134527
## MADISON -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL 0.53863908 -0.50849267 0.21299746 -0.663806709 0.062793941
## MONTGOMERY 0.68331823 0.62209545 1.08344804 -0.336914721 -0.179469680
## MOORE -1.11429612 -0.87869870 -1.01866005 0.485803990 0.498347718
## NASH -0.19330615 -0.18494282 0.08205787 0.070962456 0.223333288
## NORTHAMPTON 0.84269264 -0.30162508 0.80501010 -1.204054281 -0.400439297
## ORANGE -1.34431681 -1.60006642 -1.89397039 0.284924303 -0.740266279
## PERSON -0.19955874 -0.15034850 -0.16784183 0.001714016 -0.021675569
## PITT 0.74443608 -0.84071257 -1.02113372 0.962655914 0.408324930
## POLK -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH 0.08316632 1.44999920 0.80156044 0.488243755 0.583013476
## RICHMOND 1.36476780 -0.13733107 0.87239766 -0.369161777 1.170084506
## ROBESON 2.06725865 1.69202618 1.70586736 0.765475222 1.791450202
## ROWAN -0.21983786 -0.06526985 -0.14880274 0.150700022 0.323153903
## RUTHERFORD 0.31977974 0.13593339 0.39830282 -0.451400779 -0.372412663
## SAMPSON 1.14091382 1.39554287 1.33827195 0.382566549 1.106382564
## SCOTLAND 1.97572383 0.57233641 0.94709434 0.078517841 1.126506850
## STANLY -0.19222530 -0.35271845 -0.13092456 -0.142304480 0.366634347
## STOKES -0.76413705 0.61204543 0.36557340 -0.421784510 -0.655457606
## SURRY 0.23632611 0.80446795 1.26868034 -0.528379977 -0.008411926
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## UNION -1.87187192 -0.25083027 -0.92965167 1.622951772 0.590676094
## VANCE 1.80639633 0.69387965 1.36706902 0.150081886 1.896193325
## WAKE -2.08090712 -1.00907524 -1.80171308 2.169986608 0.737457622
## WASHINGTON 0.49168724 -0.97894726 0.50369972 -1.194009053 -0.324812114
## WATAUGA 0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE 0.83400627 0.50763427 0.31583805 1.041073939 1.200766903
## WILKES 0.39784540 1.09720771 1.34257468 -0.484053345 -0.402847872
## WILSON 1.21213664 1.08012965 1.58412219 0.279094132 0.353859319
## YANCEY 0.65628652 0.16322035 -0.03474699 -0.507024526 -0.512381654
## over64 over64pct pre1960 pre1960pct vuleopct
## ALAMANCE -0.57693568 -0.387079416 0.753607834 1.08600530 0.27465005
## ALEXANDER 0.44401856 0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY -0.21923340 1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON -0.64589754 -0.193745631 1.172398991 1.22529375 1.37950639
## ASHE 0.39117349 1.152808829 0.404499940 -0.34555988 -1.14502447
## AVERY -0.60231378 1.073685441 0.212553796 -0.02860155 -0.75338794
## BEAUFORT 0.66307527 0.900639849 0.470206474 0.23857495 0.58190062
## BUNCOMBE 0.74114293 -0.134335044 1.821167608 0.92443596 -0.89722986
## BURKE 0.46209394 0.235940277 1.021957641 0.42956387 -0.67553596
## CABARRUS 0.09402601 -1.175483751 0.725972035 0.67819760 -0.25535629
## CALDWELL -0.30531672 0.002335771 0.494447836 0.84729717 -0.66403793
## CATAWBA 0.21701801 -0.462759289 0.225460865 0.05162252 -0.53840772
## CHATHAM 3.22625443 0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE 1.69819934 2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN -0.50382859 0.217087413 0.294298566 0.01731916 -0.15021632
## CLEVELAND -0.68458786 -0.110456660 -0.304766048 0.18998423 0.11802233
## CRAVEN 0.35198007 -0.192899385 -0.572495057 -0.06176704 0.12093823
## DAVIDSON -0.01550347 -0.316848901 -0.004619977 0.02592679 -0.41005602
## DAVIE 1.05011626 0.181737719 0.239429881 -0.11819108 -1.22071447
## DUPLIN 0.53340253 -0.313817701 0.714633220 -0.10719335 1.19130339
## DURHAM -0.42370581 -1.329934026 0.540953276 0.20165572 0.78267677
## EDGECOMBE -0.97717251 0.068713502 0.499954322 1.35318432 1.99900541
## FORSYTH -0.57960082 -0.803741864 0.420981216 0.57130420 0.43812756
## FRANKLIN 1.29019480 -0.391199843 -0.097012981 -0.96220529 0.38524639
## GASTON -1.19173269 -0.653603615 -0.223852405 0.88155457 -0.09485129
## GRAHAM -0.31676499 0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE 0.47818243 -0.338332927 -0.059596473 0.32911082 0.37577675
## HALIFAX -1.14325676 0.414723461 0.516975853 2.00025920 1.89798036
## HARNETT -0.25249980 -1.251020465 -0.207740482 -0.55643916 0.32548460
## HAYWOOD 0.56979600 0.942622392 1.420116773 1.26071737 -1.34717316
## IREDELL -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JOHNSTON 0.34582474 -1.087655444 -0.339152192 -0.46850146 0.13668180
## LEE -0.18700016 -0.806714237 -0.391991074 -0.18562105 0.62973080
## LENOIR -0.57202304 -0.038263300 1.218731372 1.79316932 1.56525797
## LINCOLN 0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON 0.25367463 0.261857474 0.634912491 0.27748802 -0.71263423
## MADISON 1.24967407 1.994479733 0.650899442 -0.51982608 -1.03728055
## MARTIN 0.19926246 0.551970094 0.898412350 0.57070756 -1.20207572
## MCDOWELL -0.46730942 0.933803966 1.154090241 1.55193419 1.07768255
## MONTGOMERY -0.47659815 0.259318622 0.955506812 0.76045248 0.37865613
## MOORE 2.12199341 0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH -0.28532325 -0.186612820 -0.024214637 0.22563818 0.83768504
## NORTHAMPTON -0.74063806 1.486546863 0.478450862 1.56822379 1.47307210
## ORANGE -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PERSON 0.15988183 0.223724608 0.802251055 0.58149124 0.09110380
## PITT -0.64667583 -1.344737342 -1.150855916 -0.57599773 0.84095526
## POLK 3.80465584 2.525389330 3.122800509 0.39553413 -1.18455600
## RANDOLPH 0.21837810 -0.461104463 0.036869774 -0.24838321 -0.45342416
## RICHMOND -1.31439485 -0.540748154 -0.091618442 0.94258233 0.89768722
## ROBESON -0.86097648 -1.080721635 -0.535111778 0.02223687 2.51422612
## ROWAN -0.30400643 -0.427537177 1.577780530 1.46966838 -0.19938859
## RUTHERFORD -0.05945730 0.562138868 1.209594596 1.02124196 -0.54439490
## SAMPSON -0.43560768 -0.393000118 -0.170029447 0.11142122 1.18755595
## SCOTLAND -0.77379414 -0.370266611 -0.145218027 0.74179377 1.78997587
## STANLY -0.38788615 -0.130145249 1.889318458 2.31334672 -0.55668190
## STOKES 0.41316087 0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY -0.45151913 0.175847563 0.376482642 0.46659104 -0.65285579
## TRANSYLVANIA 1.97170457 2.133278268 0.627338719 0.34765533 -1.07098137
## UNION -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE -0.54557487 -0.459350915 0.246931308 1.00550675 2.11782467
## WAKE -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WASHINGTON -1.35806624 0.651836733 -0.913663166 0.04659220 0.96214246
## WATAUGA -0.05950791 -0.380793917 0.305618062 -0.98611117 -1.01271710
## WAYNE -0.17192377 -0.689346065 -0.082976806 0.09548443 1.01712623
## WILKES -0.06331158 0.335312802 -0.098738411 0.19007442 -0.72151812
## WILSON -0.27886488 -0.415969486 0.655643072 1.12199259 1.52353219
## YANCEY 1.12070643 1.259957975 1.420627998 0.17930754 -0.86746883
## vuleo dispeo dslpm cancer resp
## ALAMANCE 0.080447130 0.193585344 1.427111706 0.898839431 0.76080740
## ALEXANDER -0.633244857 -0.948309043 -0.367197250 0.141179842 -0.08669581
## ALLEGHANY -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON 0.820433059 1.282323494 -0.282855853 1.018398893 1.20624270
## ASHE -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT -0.008097535 0.253075960 -0.581241718 -0.709846077 -0.53673513
## BUNCOMBE -0.587455876 -1.138896587 0.624226258 -0.577553838 -0.66179003
## BURKE -0.287543316 -0.536480851 0.226686522 0.441363560 0.35567891
## CABARRUS 0.745983187 -0.686137388 2.858073048 1.593379224 1.61434041
## CALDWELL -0.917124884 -0.759311841 0.042430542 0.240274755 0.13257468
## CATAWBA -0.129931315 -0.587305885 0.910484497 1.138463725 0.75831649
## CHATHAM 0.302984157 -0.868915202 0.113756296 0.713524020 0.75282291
## CHEROKEE -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN -0.532619818 0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLEVELAND -0.365333826 0.031094982 0.883766405 1.215698297 0.99017886
## CRAVEN 0.144681107 -0.169260832 -0.563335489 -0.296132292 0.30171274
## DAVIDSON -0.433895764 -0.659765869 1.342495806 1.075267238 0.93937745
## DAVIE -0.760305970 -1.408021108 0.748110537 0.702268684 0.60993720
## DUPLIN 1.968650760 1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM 2.164870580 1.330026138 2.773027295 1.885425374 1.26274715
## EDGECOMBE 0.702545528 1.598681119 0.100564184 -0.071218017 -0.13271440
## FORSYTH 0.493426071 0.435477498 1.510368773 1.114364796 0.67671568
## FRANKLIN 1.438967158 0.092898431 -0.058244146 0.426158735 0.41406704
## GASTON -0.626000493 -0.256797433 2.167493284 1.923818005 1.56387262
## GRAHAM -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE 0.959687997 0.271354109 0.309798577 0.881822677 0.71763173
## HALIFAX 0.309094442 1.408321832 0.257032844 0.200856319 0.28399264
## HARNETT 1.717125772 0.485537212 0.132442212 0.822427799 1.06043561
## HAYWOOD -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## IREDELL -0.599066426 -0.893141353 1.650924675 1.027109915 1.07999187
## JOHNSTON 1.319213038 -0.310464151 0.763434086 0.421325946 0.60230185
## LEE 0.844328015 0.631604494 0.440639595 0.895744900 2.23422824
## LENOIR 0.433747966 1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN -0.622377025 -1.125821222 0.854504858 1.056736274 0.90988302
## MACON -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL -0.134013739 0.686893112 -0.563434025 -0.696894284 -0.63372792
## MONTGOMERY -0.040723883 0.462507356 -0.403899476 0.944317563 1.28931364
## MOORE -0.469652669 -1.057019138 -0.239329655 1.074387365 1.06640917
## NASH 0.529275674 0.670335076 0.717760396 0.200362909 0.18284293
## NORTHAMPTON -0.092174709 1.154494446 -0.438298190 -0.138225828 -0.14346623
## ORANGE 0.303513936 -0.663926275 1.764163393 1.192612399 1.01402577
## PERSON 0.089452599 -0.005865324 -0.076368245 0.306672776 0.18643023
## PITT 1.650272634 1.076550306 0.481525182 -0.221933497 -0.10271950
## POLK -0.671641552 -1.360697253 -0.099910059 0.006963312 -0.14796936
## RANDOLPH -0.093045586 -0.572351659 0.740760329 0.872487309 0.70155712
## RICHMOND -0.092453685 0.726333975 -0.009447269 1.050826375 1.31373187
## ROBESON 2.518721384 2.879467567 0.227073774 0.469732388 0.75966061
## ROWAN -0.166485497 -0.249416319 1.883033198 1.303015051 1.22170229
## RUTHERFORD -0.791523516 -0.517913696 0.174796782 0.792868333 0.66953062
## SAMPSON 0.891638180 1.180505215 -0.487253764 0.073985138 0.17791298
## SCOTLAND 0.993085849 1.548161653 -0.081688323 1.012707489 1.31171325
## STANLY -0.820209155 -0.665898907 0.616096666 1.761648095 1.30051548
## STOKES -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## UNION 0.250374901 -1.411042429 1.671739718 1.335046559 1.40620958
## VANCE 1.204650412 1.703199117 0.362693120 0.593430810 0.44609475
## WAKE 1.130094442 -0.592168284 2.835262498 1.287363271 1.24771389
## WASHINGTON -0.564807336 0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE 1.267881661 1.070837928 0.081980079 0.304580447 0.25703870
## WILKES -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON 1.063820179 1.231979870 0.711353659 0.276955953 0.17167410
## YANCEY -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
## pnpl prmp ptsdf ozone pm25
## ALAMANCE -0.57686169 0.7600787422 0.77831698 0.71453588 0.73622593
## ALEXANDER -0.29627482 -0.8760752175 -0.62613322 0.57487102 0.90384017
## ALLEGHANY -0.13251605 -1.0990870365 -0.74560167 0.15993844 -1.13357236
## ANSON -0.19012161 -1.0606373585 -0.46837459 0.04985865 0.02786616
## ASHE 0.17469551 -1.1860346492 -0.48435673 0.42264494 -1.45230383
## AVERY -0.60709654 -1.1775084938 -0.73946093 0.37447457 -1.49266263
## BEAUFORT 1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BUNCOMBE 1.61396042 -0.2472810412 1.34051840 0.50270937 -0.79187607
## BURKE -0.57653627 1.3836509227 0.07732765 0.34088032 0.54872663
## CABARRUS 2.27373879 0.5098766438 0.17274455 2.06021829 1.48121302
## CALDWELL -0.55459419 2.2309275883 1.32967496 0.40137851 0.36095621
## CATAWBA -0.20863630 1.8668387694 1.44852586 1.01196557 1.53146632
## CHATHAM -0.39697945 0.4651986967 -0.60270302 0.38069901 0.82084078
## CHEROKEE -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLEVELAND 0.68746495 0.4538352972 0.09111301 0.87392943 1.60404348
## CRAVEN 0.70058516 0.5776341230 -0.26326557 -1.87380370 -1.22717162
## DAVIDSON -0.45249677 0.7954716368 0.44396511 1.84095619 0.92621970
## DAVIE -0.26660716 -0.4322777326 -0.33631387 1.61337413 0.97236727
## DUPLIN -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM 0.20985805 0.8537537227 2.90049958 0.65494904 1.68797344
## EDGECOMBE -0.61708797 1.3611933615 -0.16425623 -0.45176556 0.01753294
## FORSYTH -0.45223085 0.7080517894 3.29007914 1.77402594 0.77842857
## FRANKLIN -0.42280564 -0.6768527900 -0.41895257 0.18114282 0.82304144
## GASTON 3.97196114 3.5192904026 1.67113736 1.29582615 1.97543469
## GRAHAM -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE 3.63056452 -0.2639752254 0.38751093 0.44404133 1.00047850
## HALIFAX -0.66186133 0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT -0.38335226 -0.1412771668 -0.56467623 0.16748599 1.08248324
## HAYWOOD 2.95673121 1.2178619148 -0.46307164 0.54047227 -1.19607514
## IREDELL 1.57059705 1.5845088685 0.34149208 1.55920971 1.48673219
## JOHNSTON -0.48227339 0.5273213592 -0.46638472 -0.11218785 1.01952765
## LEE -0.49436192 0.1556513895 0.63014088 0.19857789 0.79615430
## LENOIR -0.58365445 0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN -0.26022908 1.0464324370 0.22904150 1.28673075 1.76404040
## MACON -0.44362471 -0.3000954873 -0.22602015 0.24817656 -0.49184880
## MADISON -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN -0.36144890 -0.8119637487 -0.41048697 0.88516151 -1.06301655
## MCDOWELL -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MONTGOMERY -0.49068329 -0.0007700371 -0.61251920 0.24091791 -0.46721336
## MOORE 2.44009240 -0.5300262646 -0.51091746 0.12021739 0.05590875
## NASH -0.63421864 0.7945993986 0.30810164 -0.26318083 0.37210295
## NORTHAMPTON -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ORANGE -0.25643367 -0.6738240723 1.67729917 0.52719711 1.29013338
## PERSON 1.83651016 -0.0083302524 -0.40086149 0.39533710 0.64970714
## PITT -0.31731781 -0.0724068497 1.23908027 -0.63779280 -0.31802045
## POLK -0.06113608 -1.0054798827 -0.71799231 0.30557541 0.36364253
## RANDOLPH -0.61340370 0.1877666581 0.57764927 1.10220206 0.41645549
## RICHMOND 0.74144204 0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON -0.49219584 1.1225145097 -0.35105459 -0.58761114 0.41582973
## ROWAN 0.90628586 1.0161704153 0.41923161 1.88286674 1.23940433
## RUTHERFORD -0.40305503 0.6793399649 -0.04416178 0.49904003 0.86476888
## SAMPSON -0.48994269 0.2118518872 -0.45890083 -0.75828633 0.40961828
## SCOTLAND -0.39877769 0.0336010080 -0.39881048 -0.06795602 0.33271393
## STANLY -0.39312541 0.0670822711 -0.52892379 0.96231776 0.34948871
## STOKES -0.48921930 -0.8969114006 -0.33667519 0.91178746 -0.03230704
## SURRY -0.37368820 0.5864631443 -0.55118498 0.40382969 -0.32250175
## TRANSYLVANIA -0.32183194 -0.3886707238 0.31142535 -0.41722056 -1.15153171
## UNION -0.12096644 0.2263286766 0.66611301 0.87403365 1.24137536
## VANCE -0.07756038 0.2502638641 0.06680041 0.05577599 0.61712154
## WAKE 0.99295694 -0.3185729767 2.18623378 0.61482826 1.72786021
## WASHINGTON -0.57879973 0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA -0.47584878 -1.1836198683 -0.17581308 0.43692845 -1.38719532
## WAYNE -0.65382866 -0.4675997465 -0.02234455 -0.47651172 0.49630212
## WILKES -0.31684422 1.7310747063 -0.33136439 0.19366935 -0.21070069
## WILSON -0.63660855 2.9255496443 0.07110618 -0.19927714 0.42980898
## YANCEY -0.43129531 -1.1187296011 -0.28995398 0.77760736 -1.44839560
## d_dslpm_2 d_cancr_2 d_pnpl_2 d_ptsdf_2 d_ozone_2
## ALAMANCE 0.54159287 0.19251630 -0.008007687 -0.10238330 0.160894954
## ALEXANDER -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON 1.05648189 1.46264399 0.599301308 0.14771799 1.241140885
## ASHE -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT 0.24022798 0.18968866 2.373085739 0.13288793 0.199953249
## BUNCOMBE -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS -1.17759274 -0.86490424 0.408752826 -0.63398339 -0.787775659
## CALDWELL -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CATAWBA -0.67746253 -0.69466923 -0.436638558 0.46710984 -0.658430253
## CHATHAM -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN 0.20841104 0.28136512 0.015522093 -0.24486084 0.338656142
## CLEVELAND 0.09943838 0.00573901 0.217493382 -0.10019157 -0.005311666
## CRAVEN -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## DAVIDSON -0.72085222 -0.77017594 -0.251171604 0.05425464 -0.754338695
## DAVIE -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN 1.23896208 1.60547213 0.272157452 -0.13497093 1.554809272
## DURHAM 3.06946256 1.82494832 1.078053694 4.16705600 1.333531370
## EDGECOMBE 1.77581670 1.57395751 0.220347369 0.71257842 1.521766990
## FORSYTH 0.92843387 0.51747980 0.039294168 2.81933032 0.441013018
## FRANKLIN -0.06264564 0.04743296 -0.006420478 -0.31642975 0.048507593
## GASTON -0.30838172 -0.31308150 0.147934978 0.56173396 -0.312034038
## GRAHAM -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE 0.40284162 0.31152759 4.954098794 0.64551831 0.235102495
## HALIFAX 1.28993909 1.38160926 0.156357452 0.04545381 1.321245791
## HARNETT 0.43604024 0.50147631 0.141941306 -0.18734435 0.447997767
## HAYWOOD -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## IREDELL -1.37927828 -1.11526164 0.065408736 -0.34437669 -1.006162274
## JOHNSTON -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## LEE 0.80529919 0.68478907 0.117478735 1.61551355 0.597385646
## LENOIR 1.03048134 0.99624490 0.172517652 0.02474698 0.996208371
## LINCOLN -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL 0.44722931 0.55990244 0.146851578 -0.26039991 0.615490275
## MONTGOMERY 0.29313164 0.49106846 0.131473699 -0.21807359 0.418089889
## MOORE -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH 0.89405934 0.65242108 0.059739072 0.56160012 0.620649938
## NORTHAMPTON 0.90062101 1.09795529 0.101458204 -0.12752146 1.065874166
## ORANGE -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PERSON 0.13425522 -0.03468539 1.332880371 0.08026645 -0.044528371
## PITT 1.37050764 0.99768693 0.409280644 2.51548304 1.005463405
## POLK -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND 0.65063562 0.80234761 0.802873117 0.01864683 0.683003892
## ROBESON 2.89430189 3.03661251 0.784617404 0.46308202 2.765862652
## ROWAN -0.16465185 -0.30572703 0.031684567 0.29330786 -0.307832142
## RUTHERFORD -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON 0.81555549 1.13475711 0.233738490 0.12828506 1.081550618
## SCOTLAND 1.42383162 1.77259883 0.493370782 0.26983792 1.500403113
## STANLY -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## UNION -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE 1.83984494 1.82430992 0.926559608 0.91617909 1.663449592
## WAKE -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WASHINGTON 0.44710781 0.64899558 0.147536183 -0.22978926 0.741203318
## WATAUGA -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE 1.13114419 1.12897770 0.102953937 0.82348811 0.999848001
## WILKES -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON 1.57153369 1.26321898 0.146729641 0.29705925 1.177465237
## YANCEY -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
## d_pm25_2 arealand areawater npl_cnt tsdf_cnt
## ALAMANCE 0.14707431 -0.834545757 -0.20707231 -0.43775435 0.318872389
## ALEXANDER -1.06191144 -0.365374018 -0.20336850 -0.43775435 -0.628462442
## ALLEGHANY -0.34379575 0.328343365 -0.20478671 -0.43775435 -1.240170076
## ANSON 1.20419473 0.769489687 -0.19384627 -0.43775435 -0.467486749
## ASHE -0.96370154 0.196678409 -0.20402142 3.21361669 0.094464762
## AVERY -0.57618873 -0.059067083 -0.21265574 -0.43775435 -1.240170076
## BEAUFORT 0.17341199 0.491319505 0.03255237 1.85739316 -0.820713413
## BUNCOMBE -1.11314654 -0.800393197 -0.21188788 1.12711895 1.238437479
## BURKE -0.61640781 -0.504724122 -0.20429134 -0.43775435 0.531672726
## CABARRUS -0.81138560 -0.828204332 -0.21146970 0.41682185 0.633997994
## CALDWELL -0.84302939 -0.578691532 -0.21047983 -0.43775435 2.074890649
## CATAWBA -0.70799113 -0.802908679 -0.20322023 -0.43775435 2.314173228
## CHATHAM -1.03232138 0.207055054 -0.16211760 -0.43775435 -0.401256749
## CHEROKEE -0.92086591 0.353694045 -0.17850877 -0.43775435 0.158018802
## CHOWAN 0.29599979 -0.266054507 0.07314443 -0.43775435 -1.240170076
## CLEVELAND -0.02087357 -0.683477080 -0.20999889 0.60549452 0.285126881
## CRAVEN -0.20783794 -0.351610181 -0.14483740 0.81740444 -0.551998988
## DAVIDSON -0.75494771 -0.743513588 -0.20455693 -0.43775435 0.391050281
## DAVIE -1.55112952 -0.384238594 -0.20584725 -0.43775435 -0.065691419
## DUPLIN 1.61522210 0.504046521 -0.20276248 -0.43775435 -0.808376452
## DURHAM 1.44171445 -0.958696694 -0.20845764 -0.43775435 2.502041331
## EDGECOMBE 1.52665866 -0.370592730 -0.21135572 -0.43775435 -0.615447386
## FORSYTH 0.40070479 -0.971550595 -0.21213101 -0.43775435 1.599361656
## FRANKLIN 0.02668737 0.002826467 -0.20728634 -0.43775435 0.717294352
## GASTON -0.35052231 -0.946516334 -0.21033481 1.41959046 0.796498115
## GRAHAM -0.38065412 1.333910858 -0.13381958 -0.43775435 0.594952826
## GRANVILLE 0.22602618 0.018146839 -0.20185370 4.58288083 1.971295002
## HALIFAX 1.32278802 -0.143009532 -0.20493570 -0.43775435 -0.664445244
## HARNETT 0.45787071 -0.436766358 -0.20654930 -0.43775435 -0.758826364
## HAYWOOD -1.18541869 -0.319037045 -0.21207245 2.90933577 -0.628462442
## IREDELL -1.05506184 -0.743199935 -0.19971608 0.99671284 0.594952826
## JOHNSTON -0.40394277 -0.458955122 -0.20986697 -0.43775435 0.158018802
## LEE 0.60694252 -0.626206597 -0.20600192 -0.43775435 1.934096564
## LENOIR 0.98841279 -0.520417855 -0.21017472 -0.43775435 0.009275304
## LINCOLN -1.32322119 -0.690882007 -0.20149685 -0.43775435 1.108787238
## MACON -0.78006731 -0.142930960 -0.20191393 -0.43775435 0.654150339
## MADISON -0.90253032 0.136606430 -0.20375672 -0.43775435 -1.240170076
## MARTIN -1.13989292 0.778051469 -0.20568008 -0.43775435 -0.322608625
## MCDOWELL 0.57901497 0.356495354 -0.21245964 -0.43775435 -1.240170076
## MONTGOMERY 0.36614948 0.396721249 -0.18344596 -0.43775435 -0.572852657
## MOORE -1.10988917 -0.272192049 -0.20413176 3.79014896 -0.467486749
## NASH 0.62062730 -0.532118616 -0.21094905 -0.43775435 0.792581446
## NORTHAMPTON 1.05805962 0.532517714 -0.17178179 -0.43775435 -0.572852657
## ORANGE -0.77412768 -0.731696581 -0.21035767 -0.43775435 0.130055024
## PERSON -0.06779035 -0.083489394 -0.18287358 2.65186730 -0.675516875
## PITT 0.97824027 -0.632701501 -0.21118084 -0.43775435 1.359587368
## POLK -1.44081133 0.228879650 -0.20920649 -0.43775435 -1.240170076
## RANDOLPH -0.65011436 -0.480323019 -0.20751599 -0.43775435 0.808339210
## RICHMOND 0.65196018 -0.317630234 -0.20373942 1.52151791 -0.882097314
## ROBESON 2.88169559 -0.369889974 -0.21189763 -0.43775435 -0.406023302
## ROWAN -0.32710034 -0.722371776 -0.20465464 0.41682185 0.633997994
## RUTHERFORD -0.59536847 -0.362653431 -0.21107087 -0.43775435 0.171462925
## SAMPSON 1.12700698 0.308891900 -0.21058404 -0.43775435 -0.913926004
## SCOTLAND 1.50863725 -0.299998875 -0.20974922 -0.43775435 0.391050281
## STANLY -0.74468719 -0.513897107 -0.19942834 -0.43775435 -0.282714649
## STOKES -1.42824365 -0.123581246 -0.19895906 -0.43775435 -0.293009869
## SURRY -0.55584594 -0.483650396 -0.20891337 -0.43775435 -0.493679404
## TRANSYLVANIA -0.97099571 -0.080337289 -0.20817212 -0.43775435 1.696026566
## UNION -1.61810220 -0.675932054 -0.20892103 -0.43775435 1.610506276
## VANCE 1.70079872 -0.576223096 -0.18090348 -0.43775435 -0.350413517
## WAKE -0.72067738 -0.961177321 -0.21012158 0.09189507 1.147506315
## WASHINGTON 0.68279628 0.446954465 0.11721287 -0.43775435 -1.240170076
## WATAUGA -0.86298958 -0.415346315 -0.21145205 -0.43775435 -0.293009869
## WAYNE 1.03479845 -0.593629014 -0.21002582 -0.43775435 -0.457184304
## WILKES -0.69757818 -0.139983273 -0.21007464 -0.43775435 -0.132171343
## WILSON 1.19466978 -0.640138282 -0.20674536 -0.43775435 0.628318697
## YANCEY -0.78424798 0.509521564 -0.21038457 -0.43775435 1.018442726
## shape_length shape_area
## ALAMANCE -1.004614926 -0.570739709
## ALEXANDER -0.247982846 -0.309803626
## ALLEGHANY 0.491340833 0.084238178
## ANSON 0.533792116 0.298876995
## ASHE 0.621000504 0.009792536
## AVERY 0.371453730 -0.143457939
## BEAUFORT 0.340911248 0.284172306
## BUNCOMBE -0.881475362 -0.556184260
## BURKE -0.498977247 -0.388721264
## CABARRUS -1.066718248 -0.571982807
## CALDWELL -0.679360962 -0.431435266
## CATAWBA -0.882699399 -0.552577113
## CHATHAM 0.198116582 0.025501297
## CHEROKEE 0.633198385 0.085796213
## CHOWAN 0.014587738 -0.097867343
## CLEVELAND -0.714674750 -0.492521571
## CRAVEN -0.438699215 -0.278306379
## DAVIDSON -0.822743479 -0.520073488
## DAVIE -0.242226375 -0.321530179
## DUPLIN 0.545875870 0.149929092
## DURHAM -1.235448270 -0.640356895
## EDGECOMBE -0.423063400 -0.317212035
## FORSYTH -1.272893626 -0.649383282
## FRANKLIN 0.163158097 -0.106020664
## GASTON -1.176103576 -0.636061049
## GRAHAM 1.270647421 0.648689061
## GRANVILLE -0.031018608 -0.091011577
## HALIFAX -0.250853411 -0.183307771
## HARNETT -0.388545948 -0.355942192
## HAYWOOD -0.386225985 -0.292858921
## IREDELL -0.843780764 -0.517148468
## JOHNSTON -0.383091111 -0.368600293
## LEE -0.723768701 -0.458256103
## LENOIR -0.547612924 -0.404515822
## LINCOLN -0.707358404 -0.491072384
## MACON 0.001205813 -0.189180064
## MADISON 0.225651756 -0.045386389
## MARTIN 0.883408796 0.319251982
## MCDOWELL 0.510569931 0.082565186
## MONTGOMERY 0.480313017 0.110406818
## MOORE -0.308486478 -0.265527414
## NASH -0.582029322 -0.405825418
## NORTHAMPTON 0.681602573 0.215617895
## ORANGE -0.914013746 -0.515467589
## PERSON -0.275084353 -0.135809870
## PITT -0.784158934 -0.463933171
## POLK 0.478992829 0.003921703
## RANDOLPH -0.483520731 -0.377405731
## RICHMOND -0.546654085 -0.293167956
## ROBESON -0.342952452 -0.329227571
## ROWAN -0.890402779 -0.509257528
## RUTHERFORD -0.408967601 -0.317690388
## SAMPSON 0.296646237 0.041406525
## SCOTLAND -0.440327524 -0.288602261
## STANLY -0.542800059 -0.394524569
## STOKES 0.101912849 -0.167127224
## SURRY -0.374739388 -0.374067373
## TRANSYLVANIA 0.054430987 -0.164750793
## UNION -0.806133576 -0.489699968
## VANCE -0.667579270 -0.410475601
## WAKE -1.264027586 -0.643084940
## WASHINGTON 0.391475220 0.315462626
## WATAUGA -0.104195162 -0.339018720
## WAYNE -0.634007708 -0.443398130
## WILKES -0.054790683 -0.185189481
## WILSON -0.779954595 -0.464878472
## YANCEY 0.833917367 0.169358183Interpretation: To improve our analysis, we are going to use K-Cluster Means and PCA. We start by creating a matrix to remove non-numeric columns and then scaling, or normalizing, all of our variables to produce more accurate results.
Identifying Clusters
#Calculating distance and dissimilarity
distance <- get_dist(ej.scaled[c(1:10),] %>% dplyr::select(contains("_h")), method="spearman")
fviz_dist(distance, gradient = list(low = "#00AFBB", mid = "white", high = "#FC4E07"))
#Scree plot to identify clusters
set.seed(123)
fviz_nbclust(ej.scaled, kmeans, method = "wss")
Interpretation: The above chunk allows us to see which counties might be more or less similar. We also create a skree plot to identify the optimal number of clusters, which is 3 in this case.
Calculating clusters
k3 <- kmeans(ej.scaled, centers = 3, nstart = 1000, algorithm = "Lloyd")## Warning: did not converge in 10 iterations
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## Warning: did not converge in 10 iterationsk3## K-means clustering with 3 clusters of sizes 27, 23, 17
##
## Cluster means:
## per_tested num_high_lead per_highlead_h fips bf_acreage objectid
## 1 0.1192588 -0.35426791 -0.1215625 -0.1283016 -0.19440433 -0.1357951
## 2 -0.4848124 0.50054794 -0.3399600 -0.1176445 -0.04221132 -0.1205091
## 3 0.6192206 -0.04574886 0.3968378 0.5180503 -0.14098815 0.5204983
## id acstotpop acsipovbas acseducbas acstothh acstothu minorpop
## 1 -0.1255933 -0.2577004 -0.2471308 -0.1346721 -0.1032276 0.2389239 -0.9342538
## 2 -0.1244944 0.9218400 0.9407291 0.8670808 0.8279795 0.2089188 0.4291082
## 3 0.5180482 -0.5344504 -0.5153508 -0.6770998 -0.6402566 -0.8163416 0.7682718
## minorpct lowincome lowincpct lesshs lesshspct under5
## 1 -0.92988057 -0.2810475 -0.04152328 -0.12177628 -0.0349765 -0.4858505
## 2 0.09102334 0.4053368 -0.41473882 0.09496216 -0.2723036 0.8037692
## 3 1.27336003 0.3400774 1.17493732 0.55804647 1.0429876 -0.1225725
## under5pct over64 over64pct pre1960 pre1960pct vuleopct
## 1 -0.4952427 0.5384180959 0.71978998 0.4800266 0.09208027 -0.75551335
## 2 0.5291242 0.0001044246 -0.71305957 -0.1988557 -0.12073447 -0.06314548
## 3 0.5955385 -0.6184717129 -0.05099408 0.3323814 0.85050424 1.40060118
## vuleo dispeo dslpm cancer resp pnpl prmp
## 1 -0.8104642 -0.7620400 -0.54647458 -0.5722759 -0.6246510 0.0122156 -0.2305473
## 2 0.4545481 -0.1884778 1.19044318 1.0071900 0.9570712 0.4626778 0.5444059
## 3 0.6929042 1.2495140 -0.08272457 0.2171961 0.3229969 -0.4346194 0.3382885
## ptsdf ozone pm25 d_dslpm_2 d_cancr_2 d_pnpl_2
## 1 -0.2924587 0.08425329 -0.52987084 -0.6605042 -0.7457766 -0.5358566
## 2 0.7259390 0.83003384 1.12005300 -0.1945228 -0.2529506 0.1858665
## 3 -0.3418500 -0.51903149 -0.01783842 1.1588634 1.2607702 0.3234461
## d_ptsdf_2 d_ozone_2 d_pm25_2 arealand areawater npl_cnt tsdf_cnt
## 1 -0.4755265 -0.8126259 -0.7891786 -0.06691693 -0.1816305 0.1674880 -0.1091978
## 2 0.3118483 -0.2457867 -0.2753443 -0.59935158 -0.2042502 0.2006856 0.8339113
## 3 0.2022306 1.1745919 1.1802053 -0.06167831 -0.1834202 -0.3225030 -0.4335424
## shape_length shape_area
## 1 0.04273085 -0.1354595
## 2 -0.70910986 -0.4404741
## 3 -0.10439763 -0.1368439
##
## Clustering vector:
## ALAMANCE ALEXANDER ALLEGHANY ANSON ASHE AVERY
## 2 1 1 3 1 1
## BEAUFORT BUNCOMBE BURKE CABARRUS CALDWELL CATAWBA
## 1 1 1 2 1 2
## CHATHAM CHEROKEE CHOWAN CLEVELAND CRAVEN DAVIDSON
## 2 1 1 2 1 2
## DAVIE DUPLIN DURHAM EDGECOMBE FORSYTH FRANKLIN
## 1 3 2 3 2 2
## GASTON GRAHAM GRANVILLE HALIFAX HARNETT HAYWOOD
## 2 1 2 3 2 1
## IREDELL JOHNSTON LEE LENOIR LINCOLN MACON
## 2 2 2 3 2 1
## MADISON MARTIN MCDOWELL MONTGOMERY MOORE NASH
## 1 1 3 3 1 3
## NORTHAMPTON ORANGE PERSON PITT POLK RANDOLPH
## 3 2 2 2 1 2
## RICHMOND ROBESON ROWAN RUTHERFORD SAMPSON SCOTLAND
## 3 3 2 1 3 3
## STANLY STOKES SURRY TRANSYLVANIA UNION VANCE
## 1 1 1 1 2 3
## WAKE WASHINGTON WATAUGA WAYNE WILKES WILSON
## 2 3 1 3 1 3
## YANCEY
## 1
##
## Within cluster sum of squares by cluster:
## [1] 680.7707 717.0816 313.1790
## (between_SS / total_SS = 35.0 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss" "tot.withinss"
## [6] "betweenss" "size" "iter" "ifault"Plot cluster outputs
ej.scaled %>%
mutate(cluster = k3$cluster,
county = row.names(ej.scaled)) %>%
ggplot(aes(per_highlead_h, cancer,color = factor(cluster), label = county)) +
geom_text() +
theme_bw()
ej.scaled## per_tested num_high_lead per_highlead_h fips bf_acreage
## ALAMANCE -0.88410296 1.43983603 -1.44746761 -1.70622042 0.004331364
## ALEXANDER 0.68669397 -0.56838836 -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY -1.70237856 -0.69009893 0.38840094 -1.63728222 -0.313485055
## ANSON -1.67315443 -0.44667779 2.10952771 -1.60281312 -0.295068874
## ASHE 0.01453900 -0.75095421 -1.47615306 -1.56834402 -0.313485055
## AVERY 0.18257774 -0.56838836 0.96210986 -1.53387492 -0.308258594
## BEAUFORT 1.02277145 -0.44667779 -0.47216244 -1.49940582 -0.138494723
## BUNCOMBE -0.12427561 0.40529619 -0.61558967 -1.36152943 0.379309338
## BURKE 1.00085335 0.22273034 0.24497371 -1.32706033 -0.122147159
## CABARRUS -0.89871502 0.52700676 -0.32873521 -1.29259123 -0.155290793
## CALDWELL 0.46020697 -0.14240137 -0.18530798 -1.25812213 -0.210411191
## CATAWBA 0.21910791 -0.02069080 -0.61558967 -1.12024573 -0.156766284
## CHATHAM -0.92793915 -0.56838836 -0.75901690 -1.08577663 0.159392495
## CHEROKEE -0.08774545 -0.69009893 -1.04587136 -1.05130753 -0.313485055
## CHOWAN 0.12412949 -0.69009893 -0.61558967 -1.01683843 -0.230209501
## CLEVELAND 0.86203874 0.10101977 -0.18530798 -0.94790023 -0.141707486
## CRAVEN 1.05199558 0.22273034 -0.32873521 -0.87896203 -0.228818219
## DAVIDSON 0.93509906 1.19641489 0.24497371 -0.74108564 -0.278748769
## DAVIE 0.37253458 -0.32496722 0.53182817 -0.70661654 -0.297100878
## DUPLIN 0.83281461 -0.44667779 -0.75901690 -0.67214744 -0.185139285
## DURHAM -0.54802548 0.64871733 -0.75901690 -0.63767834 0.237847074
## EDGECOMBE 0.54057332 -0.26411193 -0.18530798 -0.60320924 -0.269842733
## FORSYTH 0.08759933 3.02207343 0.10154648 -0.56874014 0.763499064
## FRANKLIN -0.12427561 -0.50753307 -0.75901690 -0.53427104 -0.287169687
## GASTON -1.58548205 0.16187506 -0.47216244 -0.49980194 0.084687056
## GRAHAM -0.56263754 -0.75095421 -1.47615306 -0.43086374 -0.279188121
## GRANVILLE -0.27770228 -0.69009893 -1.33272583 -0.39639464 -0.283297895
## HALIFAX 1.05199558 0.28358563 1.39239155 -0.29298734 0.014171023
## HARNETT -0.95716328 0.83128319 0.53182817 -0.25851825 -0.262035078
## HAYWOOD 0.37984061 -0.50753307 -0.75901690 -0.22404915 -0.276478782
## IREDELL -0.56994357 0.10101977 -0.47216244 -0.05170365 -0.196049865
## JOHNSTON -0.63569786 -0.08154608 -0.90244413 0.01723455 -0.244808809
## LEE 0.40175871 -0.02069080 0.10154648 0.08617275 -0.257806313
## LENOIR 1.30040067 0.28358563 0.96210986 0.12064185 -0.262007618
## LINCOLN -1.71699063 -0.38582250 -0.18530798 0.15511095 -0.225728108
## MACON -0.06582735 -0.44667779 0.24497371 0.18958005 -0.299489855
## MADISON 0.22641394 -0.56838836 0.24497371 0.22404915 -0.311608654
## MARTIN 1.30040067 -0.44667779 0.38840094 0.25851825 -0.284588492
## MCDOWELL 0.21180187 -0.32496722 0.24497371 0.29298734 -0.178475776
## MONTGOMERY 1.90680134 -0.14240137 1.53581878 0.39639464 -0.310235679
## MOORE 1.05930161 0.04016449 -0.47216244 0.43086374 -0.259087757
## NASH 1.05199558 0.77042790 0.67525540 0.46533284 0.036422383
## NORTHAMPTON 0.51865523 -0.56838836 0.24497371 0.53427104 -0.306986303
## ORANGE -0.85487883 -0.38582250 -0.75901690 0.60320924 -0.187931002
## PERSON -1.60009411 -0.32496722 1.53581878 0.77555474 -0.289970557
## PITT 0.02184504 -0.02069080 -0.75901690 0.81002384 -0.237989697
## POLK -1.43205537 -0.69009893 -0.32873521 0.84449293 -0.266822187
## RANDOLPH 0.66477587 0.70957262 0.10154648 0.87896203 -0.216214302
## RICHMOND 1.23464638 0.34444091 1.39239155 0.91343113 -0.304331883
## ROBESON 0.73053016 0.46615148 -0.32873521 0.94790023 0.240409962
## ROWAN 0.13143552 0.70957262 0.24497371 1.01683843 0.358467567
## RUTHERFORD -2.19188272 -0.62924364 -0.75901690 1.05130753 -0.161359345
## SAMPSON 1.38807306 0.10101977 -0.04188075 1.08577663 -0.279700699
## SCOTLAND 0.91318096 -0.14240137 0.67525540 1.12024573 0.769573108
## STANLY 1.15428003 0.22273034 0.67525540 1.15471483 -0.296158101
## STOKES -0.17541783 -0.32496722 0.67525540 1.18918393 -0.307773476
## SURRY -0.62839183 0.46615148 2.10952771 1.22365303 -0.160892534
## TRANSYLVANIA 0.48943110 -0.56838836 -0.32873521 1.29259123 0.870596662
## UNION -2.05306811 -0.14240137 -0.61558967 1.36152943 -0.076147896
## VANCE -0.67953406 -0.50753307 -0.47216244 1.39599852 -0.277842605
## WAKE -0.84026676 5.21286367 -0.32873521 1.43046762 0.918577586
## WASHINGTON -0.07313338 -0.69009893 -0.61558967 1.49940582 -0.291517443
## WATAUGA 1.10313780 -0.38582250 -0.04188075 1.53387492 -0.277897524
## WAYNE 0.13874155 -0.02069080 -0.61558967 1.56834402 -0.227024197
## WILKES 0.56979745 -0.32496722 -0.47216244 1.60281312 -0.287535814
## WILSON 1.13236193 0.52700676 0.53182817 1.63728222 -0.269202011
## YANCEY -1.00830550 -0.62924364 0.24497371 1.70622042 -0.240561738
## objectid id acstotpop acsipovbas acseducbas
## ALAMANCE -1.58767489 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER -1.55097332 -1.679863730 0.24405742 0.211718117 0.45702447
## ALLEGHANY -1.54159701 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON -1.53356017 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE -1.52257649 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY -1.51239649 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT -1.49873387 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BUNCOMBE -1.37255549 -1.370440686 0.55350341 0.569888246 0.91133259
## BURKE -1.31576183 -1.335665393 0.24444822 0.242772331 0.43113102
## CABARRUS -1.27504184 -1.300852369 1.98847498 2.086895550 1.90171683
## CALDWELL -1.23325028 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CATAWBA -1.13975505 -1.129112939 0.54575400 0.599701222 0.57678978
## CHATHAM -1.10492875 -1.094496593 1.55258833 1.634761649 2.10943696
## CHEROKEE -1.08992665 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN -1.08055034 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLEVELAND -1.05242140 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## CRAVEN -0.98946616 -0.871576525 0.43133100 0.323919951 0.17189396
## DAVIDSON -0.81372728 -0.749258894 0.17983541 0.248139727 0.23352823
## DAVIE -0.77809729 -0.714473258 0.63308927 0.736209011 0.85295311
## DUPLIN -0.76229151 -0.679845863 0.80119539 0.884907376 0.74895777
## DURHAM -0.71219521 -0.646814433 1.57878903 1.468819393 1.67929722
## EDGECOMBE -0.65861629 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH -0.58092684 -0.577995121 0.19282213 0.202303876 0.02124225
## FRANKLIN -0.50779160 -0.542548503 2.04795261 2.044113938 2.27651603
## GASTON -0.45340899 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GRAHAM -0.39956217 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE -0.38884639 -0.389057471 1.10154925 0.990568906 1.31590536
## HALIFAX -0.20319540 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT -0.17319120 -0.266740218 1.97093175 1.953445006 1.69828195
## HAYWOOD -0.14399069 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## IREDELL -0.03576126 -0.060187717 0.22585625 0.316367651 0.17116760
## JOHNSTON 0.03067661 0.008371874 2.37685845 2.468148322 2.33210651
## LEE 0.06684239 0.077099762 0.47328248 0.535089609 0.33317512
## LENOIR 0.08934554 0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN 0.11533132 0.146700454 0.48445491 0.574076436 0.66928918
## MACON 0.13703079 0.196655951 -0.02354282 0.007790672 0.15908142
## MADISON 0.15283657 0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN 0.16462393 0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL 0.17453603 0.300013523 -1.06860292 -0.973482525 -1.09646682
## MONTGOMERY 0.49091960 0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE 0.51208328 0.437487977 0.62742044 0.707469983 0.93235393
## NASH 0.54476642 0.455751552 -0.04965775 -0.007162906 -0.11206474
## NORTHAMPTON 0.63236797 0.540325920 -1.59582515 -1.600315460 -1.60283954
## ORANGE 0.70978952 0.593574368 1.29466131 1.003413274 0.80312107
## PERSON 0.78131739 0.781503476 0.14200151 0.211149358 0.26760210
## PITT 0.81400053 0.800119388 1.12439863 1.059485848 0.45627675
## POLK 0.84293315 0.850407796 0.70677276 0.772419211 1.43005726
## RANDOLPH 0.86918683 0.869542064 0.58238140 0.661677521 0.61626910
## RICHMOND 0.90320945 0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON 0.93776785 0.954472307 0.15561782 0.169539503 -0.21387511
## ROWAN 1.02349414 1.007705238 0.06428816 0.066200648 0.00796831
## RUTHERFORD 1.06260676 1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON 1.08859254 1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND 1.10788095 1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY 1.12743726 1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES 1.14806514 1.180305204 0.05155648 0.132961576 0.31514744
## SURRY 1.17217566 1.229578136 -0.70533078 -0.630655646 -0.76158487
## TRANSYLVANIA 1.20110828 1.298996943 -0.35874234 -0.352403870 -0.01665108
## UNION 1.23807774 1.351714989 2.15766659 2.233343170 1.82002536
## VANCE 1.27451141 1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE 1.40524400 1.421253533 2.44784241 2.463992051 2.43641174
## WASHINGTON 1.53919131 1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA 1.55151447 1.539486693 0.82632468 0.421083627 -0.08898791
## WAYNE 1.57991130 1.558096930 0.55622758 0.563922201 0.36681955
## WILKES 1.61420181 1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON 1.64313443 1.627004518 0.04579453 0.096185685 -0.06459216
## YANCEY 1.67635337 1.712438555 -0.30469348 -0.210186943 -0.04271315
## acstothh acstothu minorpop minorpct lowincome
## ALAMANCE -0.045717388 -0.69541681 0.120161568 0.27124268 -0.034519893
## ALEXANDER -0.004650632 -0.23633285 -0.955061509 -1.02232047 0.246816101
## ALLEGHANY -1.191069112 0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON -0.604288283 -0.74433419 0.960542362 1.35042427 0.236003797
## ASHE -0.301975983 0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY -1.358230537 1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT -0.170459829 0.16381607 -0.029632812 0.37585340 0.154602322
## BUNCOMBE 1.041081256 0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE 0.215584722 -0.06122462 -0.666965925 -0.87147401 0.651532813
## CABARRUS 1.664577534 0.78886383 0.863996433 0.11021583 0.368679492
## CALDWELL -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CATAWBA 0.599126287 0.04027293 -0.254691480 -0.44791069 0.257321089
## CHATHAM 2.052893509 1.28097260 0.351139560 -0.27565072 0.213928385
## CHEROKEE -0.049651671 1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN -1.225115048 -1.36097846 -0.221452013 0.06192854 -1.048398396
## CLEVELAND -0.789107423 -1.05192106 -0.463994337 -0.16214476 0.072704390
## CRAVEN 0.560750423 0.10909092 0.283301687 0.29283441 -0.157019725
## DAVIDSON 0.286787863 -0.20315376 -0.617274827 -0.56446695 0.173749241
## DAVIE 0.572172079 0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN 0.577733518 0.30424192 1.319550156 0.87367883 3.058865136
## DURHAM 1.983265372 1.07600642 2.462425895 1.30443852 0.692875562
## EDGECOMBE -0.994474282 -1.29671687 0.904280904 1.85644844 0.131149282
## FORSYTH 0.265046123 -0.31236334 0.672261133 0.65339469 0.007756527
## FRANKLIN 2.136694101 1.50453631 1.142572890 0.54832511 1.737118944
## GASTON -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GRAHAM -1.364044429 0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE 0.717857657 0.24235838 1.073698639 0.73281041 0.272361810
## HALIFAX -1.338343086 -1.45332033 0.551201604 1.68205646 -0.333797707
## HARNETT 1.410681302 0.85183798 1.243964525 0.38787373 2.332012510
## HAYWOOD -0.199856481 0.14019028 -1.361679318 -1.38570852 -1.168790021
## IREDELL 0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JOHNSTON 1.920930731 1.11157857 0.905767276 0.12301414 2.024817797
## LEE 0.130025975 -0.39015937 0.759706324 0.66685225 0.862443873
## LENOIR -0.679601955 -0.91144313 0.522778958 1.34744260 0.156420387
## LINCOLN 0.576231233 -0.08863151 -0.810768910 -0.91745542 0.092908099
## MACON 0.059933019 -0.21055549 -1.030015476 -1.03682221 0.433000878
## MADISON -0.098276955 1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL -1.025781587 -1.14367083 0.202651983 1.12970376 -0.773130348
## MONTGOMERY -0.837815076 0.14363955 -0.047350080 0.19422231 -0.231860480
## MOORE 0.941187168 0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH -0.062382993 -0.40080439 0.888378198 1.12921981 -0.404628922
## NORTHAMPTON -1.523181721 -1.29873366 0.333538609 1.50051012 -1.141504582
## ORANGE 1.083174479 0.34340850 0.410254812 -0.07709619 -0.392955265
## PERSON 0.281083893 -0.05923330 0.138553463 0.19606277 0.027414680
## PITT 1.253352401 0.70258550 1.316751300 0.74856524 1.893935774
## POLK 1.535854728 1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH 0.670940896 0.03718190 -0.453221843 -0.60241898 0.867803909
## RICHMOND -1.014437407 -1.36123277 0.002749816 0.56514931 -0.271600925
## ROBESON -0.422193828 -0.79437698 2.365243493 2.30299700 2.173821910
## ROWAN -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON -0.416532624 -0.72108224 0.784717373 1.02030101 0.979850371
## SCOTLAND -0.732620457 -1.04830336 0.955989119 1.43281943 0.620457947
## STANLY -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES 0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## TRANSYLVANIA -0.062409013 0.45258862 -1.217028466 -1.30195856 -0.450718831
## UNION 1.331549171 0.38893456 0.478454236 -0.21901075 -0.303753082
## VANCE -0.520693662 -0.74853595 1.213919632 1.91320111 0.916134717
## WAKE 2.418050106 1.45224702 1.587815158 0.30972769 -0.227758754
## WASHINGTON -1.979682802 -1.99330561 -0.069996049 1.00415660 -1.443295131
## WATAUGA 0.712998538 2.53023389 -1.175050392 -1.32329911 1.127894699
## WAYNE 0.589761747 0.02569249 1.057404073 0.93261749 1.438958685
## WILKES -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON 0.100172410 -0.43552148 1.115019933 1.41217198 0.669471759
## YANCEY -0.024653676 1.00857737 -1.322432180 -1.35650881 0.480623357
## lowincpct lesshs lesshspct under5 under5pct
## ALAMANCE 0.17789063 -0.35102045 0.07527144 0.116257896 0.448117199
## ALEXANDER -0.22295738 1.25685725 0.84509107 -0.104741920 -0.038136266
## ALLEGHANY 1.14403565 0.53354946 1.71177900 -1.269052817 -0.979503099
## ANSON 0.92267341 0.78071878 0.76480775 -0.526234620 -0.242456264
## ASHE -0.22382165 -0.19340220 0.08240277 -0.837698896 -0.724417483
## AVERY 0.73046100 -0.18260724 0.01184513 -1.265913684 -1.244566709
## BEAUFORT 0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BUNCOMBE -0.66856823 -1.05481259 -1.46712504 0.143610170 0.055155763
## BURKE 0.06043337 1.40543911 0.93183944 -0.177118163 -0.365394293
## CABARRUS -1.04866566 -0.27404023 -0.74331642 1.900474441 1.299267405
## CALDWELL 0.44375661 0.94369618 1.08651309 -0.403438149 0.026243700
## CATAWBA -0.55301076 0.37921822 -0.06903556 0.465848299 0.489787935
## CHATHAM -1.31178262 0.46333733 -0.60747462 0.634306911 -0.081663978
## CHEROKEE 0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLEVELAND 0.75571322 -0.35097347 0.26921687 -0.297451324 0.425316728
## CRAVEN -0.34428023 -0.68727157 -0.51981057 0.822164287 1.204276589
## DAVIDSON 0.12314493 0.57189105 0.52965188 0.132683288 0.136879180
## DAVIE -1.47940801 0.15041860 -0.44046982 0.003263981 -0.789306024
## DUPLIN 1.50971699 3.62031289 2.10941149 0.984780109 0.961669763
## DURHAM -0.78839373 0.14389851 -0.53874396 1.789083889 1.115073593
## EDGECOMBE 1.58175778 0.12866146 1.04599020 -0.399367376 0.742069381
## FORSYTH -0.25413396 -0.91259827 -0.76973507 0.469177767 0.881269094
## FRANKLIN -0.15958956 2.02564052 0.34802008 1.365849958 0.419133161
## GASTON 0.05429053 -0.51013437 0.23303288 -0.145240767 0.680618471
## GRAHAM 1.44097711 -0.21717844 1.10055639 -1.121698182 -0.638509476
## GRANVILLE -0.63815453 1.22429018 0.46997724 0.372252545 -0.536723848
## HALIFAX 1.69819267 0.19089726 1.68050759 -0.837409242 -0.169461133
## HARNETT 0.04891611 0.83099661 -0.24943270 2.652412510 1.611051823
## HAYWOOD -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## IREDELL -1.12980496 -0.88262031 -0.77649631 0.217445764 0.470213574
## JOHNSTON 0.11770742 1.29665349 0.24690962 2.193420604 1.255240117
## LEE 0.29836039 0.65356074 0.58886093 0.836931690 1.356506129
## LENOIR 1.49735920 0.31389399 1.31219773 -0.305326941 0.805682585
## LINCOLN -0.34259020 0.34233384 -0.10813642 0.102061755 0.319086630
## MACON 0.35010450 0.42120078 0.23616948 -0.504605226 -1.049134527
## MADISON -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL 0.53863908 -0.50849267 0.21299746 -0.663806709 0.062793941
## MONTGOMERY 0.68331823 0.62209545 1.08344804 -0.336914721 -0.179469680
## MOORE -1.11429612 -0.87869870 -1.01866005 0.485803990 0.498347718
## NASH -0.19330615 -0.18494282 0.08205787 0.070962456 0.223333288
## NORTHAMPTON 0.84269264 -0.30162508 0.80501010 -1.204054281 -0.400439297
## ORANGE -1.34431681 -1.60006642 -1.89397039 0.284924303 -0.740266279
## PERSON -0.19955874 -0.15034850 -0.16784183 0.001714016 -0.021675569
## PITT 0.74443608 -0.84071257 -1.02113372 0.962655914 0.408324930
## POLK -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH 0.08316632 1.44999920 0.80156044 0.488243755 0.583013476
## RICHMOND 1.36476780 -0.13733107 0.87239766 -0.369161777 1.170084506
## ROBESON 2.06725865 1.69202618 1.70586736 0.765475222 1.791450202
## ROWAN -0.21983786 -0.06526985 -0.14880274 0.150700022 0.323153903
## RUTHERFORD 0.31977974 0.13593339 0.39830282 -0.451400779 -0.372412663
## SAMPSON 1.14091382 1.39554287 1.33827195 0.382566549 1.106382564
## SCOTLAND 1.97572383 0.57233641 0.94709434 0.078517841 1.126506850
## STANLY -0.19222530 -0.35271845 -0.13092456 -0.142304480 0.366634347
## STOKES -0.76413705 0.61204543 0.36557340 -0.421784510 -0.655457606
## SURRY 0.23632611 0.80446795 1.26868034 -0.528379977 -0.008411926
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## UNION -1.87187192 -0.25083027 -0.92965167 1.622951772 0.590676094
## VANCE 1.80639633 0.69387965 1.36706902 0.150081886 1.896193325
## WAKE -2.08090712 -1.00907524 -1.80171308 2.169986608 0.737457622
## WASHINGTON 0.49168724 -0.97894726 0.50369972 -1.194009053 -0.324812114
## WATAUGA 0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE 0.83400627 0.50763427 0.31583805 1.041073939 1.200766903
## WILKES 0.39784540 1.09720771 1.34257468 -0.484053345 -0.402847872
## WILSON 1.21213664 1.08012965 1.58412219 0.279094132 0.353859319
## YANCEY 0.65628652 0.16322035 -0.03474699 -0.507024526 -0.512381654
## over64 over64pct pre1960 pre1960pct vuleopct
## ALAMANCE -0.57693568 -0.387079416 0.753607834 1.08600530 0.27465005
## ALEXANDER 0.44401856 0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY -0.21923340 1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON -0.64589754 -0.193745631 1.172398991 1.22529375 1.37950639
## ASHE 0.39117349 1.152808829 0.404499940 -0.34555988 -1.14502447
## AVERY -0.60231378 1.073685441 0.212553796 -0.02860155 -0.75338794
## BEAUFORT 0.66307527 0.900639849 0.470206474 0.23857495 0.58190062
## BUNCOMBE 0.74114293 -0.134335044 1.821167608 0.92443596 -0.89722986
## BURKE 0.46209394 0.235940277 1.021957641 0.42956387 -0.67553596
## CABARRUS 0.09402601 -1.175483751 0.725972035 0.67819760 -0.25535629
## CALDWELL -0.30531672 0.002335771 0.494447836 0.84729717 -0.66403793
## CATAWBA 0.21701801 -0.462759289 0.225460865 0.05162252 -0.53840772
## CHATHAM 3.22625443 0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE 1.69819934 2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN -0.50382859 0.217087413 0.294298566 0.01731916 -0.15021632
## CLEVELAND -0.68458786 -0.110456660 -0.304766048 0.18998423 0.11802233
## CRAVEN 0.35198007 -0.192899385 -0.572495057 -0.06176704 0.12093823
## DAVIDSON -0.01550347 -0.316848901 -0.004619977 0.02592679 -0.41005602
## DAVIE 1.05011626 0.181737719 0.239429881 -0.11819108 -1.22071447
## DUPLIN 0.53340253 -0.313817701 0.714633220 -0.10719335 1.19130339
## DURHAM -0.42370581 -1.329934026 0.540953276 0.20165572 0.78267677
## EDGECOMBE -0.97717251 0.068713502 0.499954322 1.35318432 1.99900541
## FORSYTH -0.57960082 -0.803741864 0.420981216 0.57130420 0.43812756
## FRANKLIN 1.29019480 -0.391199843 -0.097012981 -0.96220529 0.38524639
## GASTON -1.19173269 -0.653603615 -0.223852405 0.88155457 -0.09485129
## GRAHAM -0.31676499 0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE 0.47818243 -0.338332927 -0.059596473 0.32911082 0.37577675
## HALIFAX -1.14325676 0.414723461 0.516975853 2.00025920 1.89798036
## HARNETT -0.25249980 -1.251020465 -0.207740482 -0.55643916 0.32548460
## HAYWOOD 0.56979600 0.942622392 1.420116773 1.26071737 -1.34717316
## IREDELL -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JOHNSTON 0.34582474 -1.087655444 -0.339152192 -0.46850146 0.13668180
## LEE -0.18700016 -0.806714237 -0.391991074 -0.18562105 0.62973080
## LENOIR -0.57202304 -0.038263300 1.218731372 1.79316932 1.56525797
## LINCOLN 0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON 0.25367463 0.261857474 0.634912491 0.27748802 -0.71263423
## MADISON 1.24967407 1.994479733 0.650899442 -0.51982608 -1.03728055
## MARTIN 0.19926246 0.551970094 0.898412350 0.57070756 -1.20207572
## MCDOWELL -0.46730942 0.933803966 1.154090241 1.55193419 1.07768255
## MONTGOMERY -0.47659815 0.259318622 0.955506812 0.76045248 0.37865613
## MOORE 2.12199341 0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH -0.28532325 -0.186612820 -0.024214637 0.22563818 0.83768504
## NORTHAMPTON -0.74063806 1.486546863 0.478450862 1.56822379 1.47307210
## ORANGE -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PERSON 0.15988183 0.223724608 0.802251055 0.58149124 0.09110380
## PITT -0.64667583 -1.344737342 -1.150855916 -0.57599773 0.84095526
## POLK 3.80465584 2.525389330 3.122800509 0.39553413 -1.18455600
## RANDOLPH 0.21837810 -0.461104463 0.036869774 -0.24838321 -0.45342416
## RICHMOND -1.31439485 -0.540748154 -0.091618442 0.94258233 0.89768722
## ROBESON -0.86097648 -1.080721635 -0.535111778 0.02223687 2.51422612
## ROWAN -0.30400643 -0.427537177 1.577780530 1.46966838 -0.19938859
## RUTHERFORD -0.05945730 0.562138868 1.209594596 1.02124196 -0.54439490
## SAMPSON -0.43560768 -0.393000118 -0.170029447 0.11142122 1.18755595
## SCOTLAND -0.77379414 -0.370266611 -0.145218027 0.74179377 1.78997587
## STANLY -0.38788615 -0.130145249 1.889318458 2.31334672 -0.55668190
## STOKES 0.41316087 0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY -0.45151913 0.175847563 0.376482642 0.46659104 -0.65285579
## TRANSYLVANIA 1.97170457 2.133278268 0.627338719 0.34765533 -1.07098137
## UNION -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE -0.54557487 -0.459350915 0.246931308 1.00550675 2.11782467
## WAKE -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WASHINGTON -1.35806624 0.651836733 -0.913663166 0.04659220 0.96214246
## WATAUGA -0.05950791 -0.380793917 0.305618062 -0.98611117 -1.01271710
## WAYNE -0.17192377 -0.689346065 -0.082976806 0.09548443 1.01712623
## WILKES -0.06331158 0.335312802 -0.098738411 0.19007442 -0.72151812
## WILSON -0.27886488 -0.415969486 0.655643072 1.12199259 1.52353219
## YANCEY 1.12070643 1.259957975 1.420627998 0.17930754 -0.86746883
## vuleo dispeo dslpm cancer resp
## ALAMANCE 0.080447130 0.193585344 1.427111706 0.898839431 0.76080740
## ALEXANDER -0.633244857 -0.948309043 -0.367197250 0.141179842 -0.08669581
## ALLEGHANY -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON 0.820433059 1.282323494 -0.282855853 1.018398893 1.20624270
## ASHE -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT -0.008097535 0.253075960 -0.581241718 -0.709846077 -0.53673513
## BUNCOMBE -0.587455876 -1.138896587 0.624226258 -0.577553838 -0.66179003
## BURKE -0.287543316 -0.536480851 0.226686522 0.441363560 0.35567891
## CABARRUS 0.745983187 -0.686137388 2.858073048 1.593379224 1.61434041
## CALDWELL -0.917124884 -0.759311841 0.042430542 0.240274755 0.13257468
## CATAWBA -0.129931315 -0.587305885 0.910484497 1.138463725 0.75831649
## CHATHAM 0.302984157 -0.868915202 0.113756296 0.713524020 0.75282291
## CHEROKEE -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN -0.532619818 0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLEVELAND -0.365333826 0.031094982 0.883766405 1.215698297 0.99017886
## CRAVEN 0.144681107 -0.169260832 -0.563335489 -0.296132292 0.30171274
## DAVIDSON -0.433895764 -0.659765869 1.342495806 1.075267238 0.93937745
## DAVIE -0.760305970 -1.408021108 0.748110537 0.702268684 0.60993720
## DUPLIN 1.968650760 1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM 2.164870580 1.330026138 2.773027295 1.885425374 1.26274715
## EDGECOMBE 0.702545528 1.598681119 0.100564184 -0.071218017 -0.13271440
## FORSYTH 0.493426071 0.435477498 1.510368773 1.114364796 0.67671568
## FRANKLIN 1.438967158 0.092898431 -0.058244146 0.426158735 0.41406704
## GASTON -0.626000493 -0.256797433 2.167493284 1.923818005 1.56387262
## GRAHAM -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE 0.959687997 0.271354109 0.309798577 0.881822677 0.71763173
## HALIFAX 0.309094442 1.408321832 0.257032844 0.200856319 0.28399264
## HARNETT 1.717125772 0.485537212 0.132442212 0.822427799 1.06043561
## HAYWOOD -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## IREDELL -0.599066426 -0.893141353 1.650924675 1.027109915 1.07999187
## JOHNSTON 1.319213038 -0.310464151 0.763434086 0.421325946 0.60230185
## LEE 0.844328015 0.631604494 0.440639595 0.895744900 2.23422824
## LENOIR 0.433747966 1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN -0.622377025 -1.125821222 0.854504858 1.056736274 0.90988302
## MACON -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL -0.134013739 0.686893112 -0.563434025 -0.696894284 -0.63372792
## MONTGOMERY -0.040723883 0.462507356 -0.403899476 0.944317563 1.28931364
## MOORE -0.469652669 -1.057019138 -0.239329655 1.074387365 1.06640917
## NASH 0.529275674 0.670335076 0.717760396 0.200362909 0.18284293
## NORTHAMPTON -0.092174709 1.154494446 -0.438298190 -0.138225828 -0.14346623
## ORANGE 0.303513936 -0.663926275 1.764163393 1.192612399 1.01402577
## PERSON 0.089452599 -0.005865324 -0.076368245 0.306672776 0.18643023
## PITT 1.650272634 1.076550306 0.481525182 -0.221933497 -0.10271950
## POLK -0.671641552 -1.360697253 -0.099910059 0.006963312 -0.14796936
## RANDOLPH -0.093045586 -0.572351659 0.740760329 0.872487309 0.70155712
## RICHMOND -0.092453685 0.726333975 -0.009447269 1.050826375 1.31373187
## ROBESON 2.518721384 2.879467567 0.227073774 0.469732388 0.75966061
## ROWAN -0.166485497 -0.249416319 1.883033198 1.303015051 1.22170229
## RUTHERFORD -0.791523516 -0.517913696 0.174796782 0.792868333 0.66953062
## SAMPSON 0.891638180 1.180505215 -0.487253764 0.073985138 0.17791298
## SCOTLAND 0.993085849 1.548161653 -0.081688323 1.012707489 1.31171325
## STANLY -0.820209155 -0.665898907 0.616096666 1.761648095 1.30051548
## STOKES -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## UNION 0.250374901 -1.411042429 1.671739718 1.335046559 1.40620958
## VANCE 1.204650412 1.703199117 0.362693120 0.593430810 0.44609475
## WAKE 1.130094442 -0.592168284 2.835262498 1.287363271 1.24771389
## WASHINGTON -0.564807336 0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE 1.267881661 1.070837928 0.081980079 0.304580447 0.25703870
## WILKES -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON 1.063820179 1.231979870 0.711353659 0.276955953 0.17167410
## YANCEY -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
## pnpl prmp ptsdf ozone pm25
## ALAMANCE -0.57686169 0.7600787422 0.77831698 0.71453588 0.73622593
## ALEXANDER -0.29627482 -0.8760752175 -0.62613322 0.57487102 0.90384017
## ALLEGHANY -0.13251605 -1.0990870365 -0.74560167 0.15993844 -1.13357236
## ANSON -0.19012161 -1.0606373585 -0.46837459 0.04985865 0.02786616
## ASHE 0.17469551 -1.1860346492 -0.48435673 0.42264494 -1.45230383
## AVERY -0.60709654 -1.1775084938 -0.73946093 0.37447457 -1.49266263
## BEAUFORT 1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BUNCOMBE 1.61396042 -0.2472810412 1.34051840 0.50270937 -0.79187607
## BURKE -0.57653627 1.3836509227 0.07732765 0.34088032 0.54872663
## CABARRUS 2.27373879 0.5098766438 0.17274455 2.06021829 1.48121302
## CALDWELL -0.55459419 2.2309275883 1.32967496 0.40137851 0.36095621
## CATAWBA -0.20863630 1.8668387694 1.44852586 1.01196557 1.53146632
## CHATHAM -0.39697945 0.4651986967 -0.60270302 0.38069901 0.82084078
## CHEROKEE -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLEVELAND 0.68746495 0.4538352972 0.09111301 0.87392943 1.60404348
## CRAVEN 0.70058516 0.5776341230 -0.26326557 -1.87380370 -1.22717162
## DAVIDSON -0.45249677 0.7954716368 0.44396511 1.84095619 0.92621970
## DAVIE -0.26660716 -0.4322777326 -0.33631387 1.61337413 0.97236727
## DUPLIN -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM 0.20985805 0.8537537227 2.90049958 0.65494904 1.68797344
## EDGECOMBE -0.61708797 1.3611933615 -0.16425623 -0.45176556 0.01753294
## FORSYTH -0.45223085 0.7080517894 3.29007914 1.77402594 0.77842857
## FRANKLIN -0.42280564 -0.6768527900 -0.41895257 0.18114282 0.82304144
## GASTON 3.97196114 3.5192904026 1.67113736 1.29582615 1.97543469
## GRAHAM -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE 3.63056452 -0.2639752254 0.38751093 0.44404133 1.00047850
## HALIFAX -0.66186133 0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT -0.38335226 -0.1412771668 -0.56467623 0.16748599 1.08248324
## HAYWOOD 2.95673121 1.2178619148 -0.46307164 0.54047227 -1.19607514
## IREDELL 1.57059705 1.5845088685 0.34149208 1.55920971 1.48673219
## JOHNSTON -0.48227339 0.5273213592 -0.46638472 -0.11218785 1.01952765
## LEE -0.49436192 0.1556513895 0.63014088 0.19857789 0.79615430
## LENOIR -0.58365445 0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN -0.26022908 1.0464324370 0.22904150 1.28673075 1.76404040
## MACON -0.44362471 -0.3000954873 -0.22602015 0.24817656 -0.49184880
## MADISON -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN -0.36144890 -0.8119637487 -0.41048697 0.88516151 -1.06301655
## MCDOWELL -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MONTGOMERY -0.49068329 -0.0007700371 -0.61251920 0.24091791 -0.46721336
## MOORE 2.44009240 -0.5300262646 -0.51091746 0.12021739 0.05590875
## NASH -0.63421864 0.7945993986 0.30810164 -0.26318083 0.37210295
## NORTHAMPTON -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ORANGE -0.25643367 -0.6738240723 1.67729917 0.52719711 1.29013338
## PERSON 1.83651016 -0.0083302524 -0.40086149 0.39533710 0.64970714
## PITT -0.31731781 -0.0724068497 1.23908027 -0.63779280 -0.31802045
## POLK -0.06113608 -1.0054798827 -0.71799231 0.30557541 0.36364253
## RANDOLPH -0.61340370 0.1877666581 0.57764927 1.10220206 0.41645549
## RICHMOND 0.74144204 0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON -0.49219584 1.1225145097 -0.35105459 -0.58761114 0.41582973
## ROWAN 0.90628586 1.0161704153 0.41923161 1.88286674 1.23940433
## RUTHERFORD -0.40305503 0.6793399649 -0.04416178 0.49904003 0.86476888
## SAMPSON -0.48994269 0.2118518872 -0.45890083 -0.75828633 0.40961828
## SCOTLAND -0.39877769 0.0336010080 -0.39881048 -0.06795602 0.33271393
## STANLY -0.39312541 0.0670822711 -0.52892379 0.96231776 0.34948871
## STOKES -0.48921930 -0.8969114006 -0.33667519 0.91178746 -0.03230704
## SURRY -0.37368820 0.5864631443 -0.55118498 0.40382969 -0.32250175
## TRANSYLVANIA -0.32183194 -0.3886707238 0.31142535 -0.41722056 -1.15153171
## UNION -0.12096644 0.2263286766 0.66611301 0.87403365 1.24137536
## VANCE -0.07756038 0.2502638641 0.06680041 0.05577599 0.61712154
## WAKE 0.99295694 -0.3185729767 2.18623378 0.61482826 1.72786021
## WASHINGTON -0.57879973 0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA -0.47584878 -1.1836198683 -0.17581308 0.43692845 -1.38719532
## WAYNE -0.65382866 -0.4675997465 -0.02234455 -0.47651172 0.49630212
## WILKES -0.31684422 1.7310747063 -0.33136439 0.19366935 -0.21070069
## WILSON -0.63660855 2.9255496443 0.07110618 -0.19927714 0.42980898
## YANCEY -0.43129531 -1.1187296011 -0.28995398 0.77760736 -1.44839560
## d_dslpm_2 d_cancr_2 d_pnpl_2 d_ptsdf_2 d_ozone_2
## ALAMANCE 0.54159287 0.19251630 -0.008007687 -0.10238330 0.160894954
## ALEXANDER -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON 1.05648189 1.46264399 0.599301308 0.14771799 1.241140885
## ASHE -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT 0.24022798 0.18968866 2.373085739 0.13288793 0.199953249
## BUNCOMBE -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS -1.17759274 -0.86490424 0.408752826 -0.63398339 -0.787775659
## CALDWELL -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CATAWBA -0.67746253 -0.69466923 -0.436638558 0.46710984 -0.658430253
## CHATHAM -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN 0.20841104 0.28136512 0.015522093 -0.24486084 0.338656142
## CLEVELAND 0.09943838 0.00573901 0.217493382 -0.10019157 -0.005311666
## CRAVEN -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## DAVIDSON -0.72085222 -0.77017594 -0.251171604 0.05425464 -0.754338695
## DAVIE -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN 1.23896208 1.60547213 0.272157452 -0.13497093 1.554809272
## DURHAM 3.06946256 1.82494832 1.078053694 4.16705600 1.333531370
## EDGECOMBE 1.77581670 1.57395751 0.220347369 0.71257842 1.521766990
## FORSYTH 0.92843387 0.51747980 0.039294168 2.81933032 0.441013018
## FRANKLIN -0.06264564 0.04743296 -0.006420478 -0.31642975 0.048507593
## GASTON -0.30838172 -0.31308150 0.147934978 0.56173396 -0.312034038
## GRAHAM -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE 0.40284162 0.31152759 4.954098794 0.64551831 0.235102495
## HALIFAX 1.28993909 1.38160926 0.156357452 0.04545381 1.321245791
## HARNETT 0.43604024 0.50147631 0.141941306 -0.18734435 0.447997767
## HAYWOOD -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## IREDELL -1.37927828 -1.11526164 0.065408736 -0.34437669 -1.006162274
## JOHNSTON -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## LEE 0.80529919 0.68478907 0.117478735 1.61551355 0.597385646
## LENOIR 1.03048134 0.99624490 0.172517652 0.02474698 0.996208371
## LINCOLN -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL 0.44722931 0.55990244 0.146851578 -0.26039991 0.615490275
## MONTGOMERY 0.29313164 0.49106846 0.131473699 -0.21807359 0.418089889
## MOORE -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH 0.89405934 0.65242108 0.059739072 0.56160012 0.620649938
## NORTHAMPTON 0.90062101 1.09795529 0.101458204 -0.12752146 1.065874166
## ORANGE -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PERSON 0.13425522 -0.03468539 1.332880371 0.08026645 -0.044528371
## PITT 1.37050764 0.99768693 0.409280644 2.51548304 1.005463405
## POLK -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND 0.65063562 0.80234761 0.802873117 0.01864683 0.683003892
## ROBESON 2.89430189 3.03661251 0.784617404 0.46308202 2.765862652
## ROWAN -0.16465185 -0.30572703 0.031684567 0.29330786 -0.307832142
## RUTHERFORD -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON 0.81555549 1.13475711 0.233738490 0.12828506 1.081550618
## SCOTLAND 1.42383162 1.77259883 0.493370782 0.26983792 1.500403113
## STANLY -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## UNION -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE 1.83984494 1.82430992 0.926559608 0.91617909 1.663449592
## WAKE -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WASHINGTON 0.44710781 0.64899558 0.147536183 -0.22978926 0.741203318
## WATAUGA -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE 1.13114419 1.12897770 0.102953937 0.82348811 0.999848001
## WILKES -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON 1.57153369 1.26321898 0.146729641 0.29705925 1.177465237
## YANCEY -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
## d_pm25_2 arealand areawater npl_cnt tsdf_cnt
## ALAMANCE 0.14707431 -0.834545757 -0.20707231 -0.43775435 0.318872389
## ALEXANDER -1.06191144 -0.365374018 -0.20336850 -0.43775435 -0.628462442
## ALLEGHANY -0.34379575 0.328343365 -0.20478671 -0.43775435 -1.240170076
## ANSON 1.20419473 0.769489687 -0.19384627 -0.43775435 -0.467486749
## ASHE -0.96370154 0.196678409 -0.20402142 3.21361669 0.094464762
## AVERY -0.57618873 -0.059067083 -0.21265574 -0.43775435 -1.240170076
## BEAUFORT 0.17341199 0.491319505 0.03255237 1.85739316 -0.820713413
## BUNCOMBE -1.11314654 -0.800393197 -0.21188788 1.12711895 1.238437479
## BURKE -0.61640781 -0.504724122 -0.20429134 -0.43775435 0.531672726
## CABARRUS -0.81138560 -0.828204332 -0.21146970 0.41682185 0.633997994
## CALDWELL -0.84302939 -0.578691532 -0.21047983 -0.43775435 2.074890649
## CATAWBA -0.70799113 -0.802908679 -0.20322023 -0.43775435 2.314173228
## CHATHAM -1.03232138 0.207055054 -0.16211760 -0.43775435 -0.401256749
## CHEROKEE -0.92086591 0.353694045 -0.17850877 -0.43775435 0.158018802
## CHOWAN 0.29599979 -0.266054507 0.07314443 -0.43775435 -1.240170076
## CLEVELAND -0.02087357 -0.683477080 -0.20999889 0.60549452 0.285126881
## CRAVEN -0.20783794 -0.351610181 -0.14483740 0.81740444 -0.551998988
## DAVIDSON -0.75494771 -0.743513588 -0.20455693 -0.43775435 0.391050281
## DAVIE -1.55112952 -0.384238594 -0.20584725 -0.43775435 -0.065691419
## DUPLIN 1.61522210 0.504046521 -0.20276248 -0.43775435 -0.808376452
## DURHAM 1.44171445 -0.958696694 -0.20845764 -0.43775435 2.502041331
## EDGECOMBE 1.52665866 -0.370592730 -0.21135572 -0.43775435 -0.615447386
## FORSYTH 0.40070479 -0.971550595 -0.21213101 -0.43775435 1.599361656
## FRANKLIN 0.02668737 0.002826467 -0.20728634 -0.43775435 0.717294352
## GASTON -0.35052231 -0.946516334 -0.21033481 1.41959046 0.796498115
## GRAHAM -0.38065412 1.333910858 -0.13381958 -0.43775435 0.594952826
## GRANVILLE 0.22602618 0.018146839 -0.20185370 4.58288083 1.971295002
## HALIFAX 1.32278802 -0.143009532 -0.20493570 -0.43775435 -0.664445244
## HARNETT 0.45787071 -0.436766358 -0.20654930 -0.43775435 -0.758826364
## HAYWOOD -1.18541869 -0.319037045 -0.21207245 2.90933577 -0.628462442
## IREDELL -1.05506184 -0.743199935 -0.19971608 0.99671284 0.594952826
## JOHNSTON -0.40394277 -0.458955122 -0.20986697 -0.43775435 0.158018802
## LEE 0.60694252 -0.626206597 -0.20600192 -0.43775435 1.934096564
## LENOIR 0.98841279 -0.520417855 -0.21017472 -0.43775435 0.009275304
## LINCOLN -1.32322119 -0.690882007 -0.20149685 -0.43775435 1.108787238
## MACON -0.78006731 -0.142930960 -0.20191393 -0.43775435 0.654150339
## MADISON -0.90253032 0.136606430 -0.20375672 -0.43775435 -1.240170076
## MARTIN -1.13989292 0.778051469 -0.20568008 -0.43775435 -0.322608625
## MCDOWELL 0.57901497 0.356495354 -0.21245964 -0.43775435 -1.240170076
## MONTGOMERY 0.36614948 0.396721249 -0.18344596 -0.43775435 -0.572852657
## MOORE -1.10988917 -0.272192049 -0.20413176 3.79014896 -0.467486749
## NASH 0.62062730 -0.532118616 -0.21094905 -0.43775435 0.792581446
## NORTHAMPTON 1.05805962 0.532517714 -0.17178179 -0.43775435 -0.572852657
## ORANGE -0.77412768 -0.731696581 -0.21035767 -0.43775435 0.130055024
## PERSON -0.06779035 -0.083489394 -0.18287358 2.65186730 -0.675516875
## PITT 0.97824027 -0.632701501 -0.21118084 -0.43775435 1.359587368
## POLK -1.44081133 0.228879650 -0.20920649 -0.43775435 -1.240170076
## RANDOLPH -0.65011436 -0.480323019 -0.20751599 -0.43775435 0.808339210
## RICHMOND 0.65196018 -0.317630234 -0.20373942 1.52151791 -0.882097314
## ROBESON 2.88169559 -0.369889974 -0.21189763 -0.43775435 -0.406023302
## ROWAN -0.32710034 -0.722371776 -0.20465464 0.41682185 0.633997994
## RUTHERFORD -0.59536847 -0.362653431 -0.21107087 -0.43775435 0.171462925
## SAMPSON 1.12700698 0.308891900 -0.21058404 -0.43775435 -0.913926004
## SCOTLAND 1.50863725 -0.299998875 -0.20974922 -0.43775435 0.391050281
## STANLY -0.74468719 -0.513897107 -0.19942834 -0.43775435 -0.282714649
## STOKES -1.42824365 -0.123581246 -0.19895906 -0.43775435 -0.293009869
## SURRY -0.55584594 -0.483650396 -0.20891337 -0.43775435 -0.493679404
## TRANSYLVANIA -0.97099571 -0.080337289 -0.20817212 -0.43775435 1.696026566
## UNION -1.61810220 -0.675932054 -0.20892103 -0.43775435 1.610506276
## VANCE 1.70079872 -0.576223096 -0.18090348 -0.43775435 -0.350413517
## WAKE -0.72067738 -0.961177321 -0.21012158 0.09189507 1.147506315
## WASHINGTON 0.68279628 0.446954465 0.11721287 -0.43775435 -1.240170076
## WATAUGA -0.86298958 -0.415346315 -0.21145205 -0.43775435 -0.293009869
## WAYNE 1.03479845 -0.593629014 -0.21002582 -0.43775435 -0.457184304
## WILKES -0.69757818 -0.139983273 -0.21007464 -0.43775435 -0.132171343
## WILSON 1.19466978 -0.640138282 -0.20674536 -0.43775435 0.628318697
## YANCEY -0.78424798 0.509521564 -0.21038457 -0.43775435 1.018442726
## shape_length shape_area
## ALAMANCE -1.004614926 -0.570739709
## ALEXANDER -0.247982846 -0.309803626
## ALLEGHANY 0.491340833 0.084238178
## ANSON 0.533792116 0.298876995
## ASHE 0.621000504 0.009792536
## AVERY 0.371453730 -0.143457939
## BEAUFORT 0.340911248 0.284172306
## BUNCOMBE -0.881475362 -0.556184260
## BURKE -0.498977247 -0.388721264
## CABARRUS -1.066718248 -0.571982807
## CALDWELL -0.679360962 -0.431435266
## CATAWBA -0.882699399 -0.552577113
## CHATHAM 0.198116582 0.025501297
## CHEROKEE 0.633198385 0.085796213
## CHOWAN 0.014587738 -0.097867343
## CLEVELAND -0.714674750 -0.492521571
## CRAVEN -0.438699215 -0.278306379
## DAVIDSON -0.822743479 -0.520073488
## DAVIE -0.242226375 -0.321530179
## DUPLIN 0.545875870 0.149929092
## DURHAM -1.235448270 -0.640356895
## EDGECOMBE -0.423063400 -0.317212035
## FORSYTH -1.272893626 -0.649383282
## FRANKLIN 0.163158097 -0.106020664
## GASTON -1.176103576 -0.636061049
## GRAHAM 1.270647421 0.648689061
## GRANVILLE -0.031018608 -0.091011577
## HALIFAX -0.250853411 -0.183307771
## HARNETT -0.388545948 -0.355942192
## HAYWOOD -0.386225985 -0.292858921
## IREDELL -0.843780764 -0.517148468
## JOHNSTON -0.383091111 -0.368600293
## LEE -0.723768701 -0.458256103
## LENOIR -0.547612924 -0.404515822
## LINCOLN -0.707358404 -0.491072384
## MACON 0.001205813 -0.189180064
## MADISON 0.225651756 -0.045386389
## MARTIN 0.883408796 0.319251982
## MCDOWELL 0.510569931 0.082565186
## MONTGOMERY 0.480313017 0.110406818
## MOORE -0.308486478 -0.265527414
## NASH -0.582029322 -0.405825418
## NORTHAMPTON 0.681602573 0.215617895
## ORANGE -0.914013746 -0.515467589
## PERSON -0.275084353 -0.135809870
## PITT -0.784158934 -0.463933171
## POLK 0.478992829 0.003921703
## RANDOLPH -0.483520731 -0.377405731
## RICHMOND -0.546654085 -0.293167956
## ROBESON -0.342952452 -0.329227571
## ROWAN -0.890402779 -0.509257528
## RUTHERFORD -0.408967601 -0.317690388
## SAMPSON 0.296646237 0.041406525
## SCOTLAND -0.440327524 -0.288602261
## STANLY -0.542800059 -0.394524569
## STOKES 0.101912849 -0.167127224
## SURRY -0.374739388 -0.374067373
## TRANSYLVANIA 0.054430987 -0.164750793
## UNION -0.806133576 -0.489699968
## VANCE -0.667579270 -0.410475601
## WAKE -1.264027586 -0.643084940
## WASHINGTON 0.391475220 0.315462626
## WATAUGA -0.104195162 -0.339018720
## WAYNE -0.634007708 -0.443398130
## WILKES -0.054790683 -0.185189481
## WILSON -0.779954595 -0.464878472
## YANCEY 0.833917367 0.169358183Interpretation: While these clusters aren’t perfectly dissimilar, and some overlap exists, there are patterns. Blue and green seem to be highest in terms of cancer toxicity risks, which the red counties seem to be overall lower risks. ##Unsupervised Machine learning: Principle Component Analysis
Calculating PCA
pca.ej.health <- prcomp(ej.scaled %>% dplyr::select(contains("_h")))
pca.ej.health## Standard deviations (1, .., p=2):
## [1] 0.9147548 0.7844282
##
## Rotation (n x k) = (2 x 2):
## PC1 PC2
## num_high_lead -0.9486319 -0.3163820
## per_highlead_h -0.3163820 0.9486319Analyzing PCA Output
names(pca.ej.health)## [1] "sdev" "rotation" "center" "scale" "x"pca.ej.health$rotation## PC1 PC2
## num_high_lead -0.9486319 -0.3163820
## per_highlead_h -0.3163820 0.9486319#Extract PC1
pca.ej.health$rotation[,1]## num_high_lead per_highlead_h
## -0.9486319 -0.3163820pca.ej.health$rotation[,2]## num_high_lead per_highlead_h
## -0.3163820 0.9486319#Using get_pca_var
get_pca_var(pca.ej.health)$contrib[,] #<- % contribution to each PC## Dim.1 Dim.2
## num_high_lead 89.99024 10.00976
## per_highlead_h 10.00976 89.99024sum(get_pca_var(pca.ej.health)$contrib[,1])## [1] 100Interpretation: This output allows us to understand how much each variable is contributing to the variation in the principle components. Dim 1 is being heavily influenced by the cancer and respiratory variables. Dim 2 is being heavily influenced by the percentage of children with elevated BLLs.
Plotting PCA
biplot(pca.ej.health, scale=0, title = "PCA - Environmental Health in NC", alpha.var=0.3, repel = TRUE)## Warning in plot.window(...): "title" is not a graphical parameter## Warning in plot.window(...): "alpha.var" is not a graphical parameter## Warning in plot.window(...): "repel" is not a graphical parameter## Warning in plot.xy(xy, type, ...): "title" is not a graphical parameter## Warning in plot.xy(xy, type, ...): "alpha.var" is not a graphical parameter## Warning in plot.xy(xy, type, ...): "repel" is not a graphical parameter## Warning in axis(side = side, at = at, labels = labels, ...): "title" is not a
## graphical parameter## Warning in axis(side = side, at = at, labels = labels, ...): "alpha.var" is not
## a graphical parameter## Warning in axis(side = side, at = at, labels = labels, ...): "repel" is not a
## graphical parameter## Warning in axis(side = side, at = at, labels = labels, ...): "title" is not a
## graphical parameter## Warning in axis(side = side, at = at, labels = labels, ...): "alpha.var" is not
## a graphical parameter## Warning in axis(side = side, at = at, labels = labels, ...): "repel" is not a
## graphical parameter## Warning in box(...): "title" is not a graphical parameter## Warning in box(...): "alpha.var" is not a graphical parameter## Warning in box(...): "repel" is not a graphical parameter## Warning in title(...): "title" is not a graphical parameter## Warning in title(...): "alpha.var" is not a graphical parameter## Warning in title(...): "repel" is not a graphical parameter## Warning in text.default(x, xlabs, cex = cex[1L], col = col[1L], ...): "title" is
## not a graphical parameter## Warning in text.default(x, xlabs, cex = cex[1L], col = col[1L], ...):
## "alpha.var" is not a graphical parameter## Warning in text.default(x, xlabs, cex = cex[1L], col = col[1L], ...): "repel" is
## not a graphical parameter## Warning in plot.window(...): "title" is not a graphical parameter## Warning in plot.window(...): "alpha.var" is not a graphical parameter## Warning in plot.window(...): "repel" is not a graphical parameter## Warning in plot.xy(xy, type, ...): "title" is not a graphical parameter## Warning in plot.xy(xy, type, ...): "alpha.var" is not a graphical parameter## Warning in plot.xy(xy, type, ...): "repel" is not a graphical parameter## Warning in title(...): "title" is not a graphical parameter## Warning in title(...): "alpha.var" is not a graphical parameter## Warning in title(...): "repel" is not a graphical parameter## Warning in axis(3, col = col[2L], ...): "title" is not a graphical parameter## Warning in axis(3, col = col[2L], ...): "alpha.var" is not a graphical parameter## Warning in axis(3, col = col[2L], ...): "repel" is not a graphical parameter## Warning in axis(4, col = col[2L], ...): "title" is not a graphical parameter## Warning in axis(4, col = col[2L], ...): "alpha.var" is not a graphical parameter## Warning in axis(4, col = col[2L], ...): "repel" is not a graphical parameter## Warning in text.default(y, labels = ylabs, cex = cex[2L], col = col[2L], :
## "title" is not a graphical parameter## Warning in text.default(y, labels = ylabs, cex = cex[2L], col = col[2L], :
## "alpha.var" is not a graphical parameter## Warning in text.default(y, labels = ylabs, cex = cex[2L], col = col[2L], :
## "repel" is not a graphical parameter
Plotting Clusters
k3 <- kmeans(ej.scaled %>% dplyr::select(contains("_h")), centers = 3, nstart = 1000, algorithm = 'Lloyd') ## Warning: did not converge in 10 iterations
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## Warning: did not converge in 10 iterationsfviz_cluster(k3, data = ej.scaled %>% dplyr::select(contains("_h")),
palette = c("#FF0000", "#00A08A", "#F2AD00"),
star.plot = TRUE,
repel = TRUE,
show.clust.cent = TRUE) +
scale_shape_manual(values=c(15,16,17))+
ggtitle('K-means Clustering', subtitle='across first two Principal Components') +
guides(fill = guide_legend(override.aes = aes(label = "")))+
theme_classic() +
theme(legend.position="right")## Warning: ggrepel: 33 unlabeled data points (too many overlaps). Consider
## increasing max.overlaps
Interpetation: As previously discussed, Dim1 is largely being driven by poor air quality and cancer toxicity risks, while Dim 2 is largely driven by lead levels. Cluster 1 does relatively better on lead, but worse on air quality and cancer toxicity. Cluster 2 does best overally along both dimensions, while Cluster 3 is being largely driven by increased blood lead levels.
#Variable Transformations Adding clusters to dataframe & creating brownfield proportion variable
#Adding the clusters to our dataset to improve regessions
ej.scaled$cluster <- k3$cluster
ej.scaled## per_tested num_high_lead per_highlead_h fips bf_acreage
## ALAMANCE -0.88410296 1.43983603 -1.44746761 -1.70622042 0.004331364
## ALEXANDER 0.68669397 -0.56838836 -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY -1.70237856 -0.69009893 0.38840094 -1.63728222 -0.313485055
## ANSON -1.67315443 -0.44667779 2.10952771 -1.60281312 -0.295068874
## ASHE 0.01453900 -0.75095421 -1.47615306 -1.56834402 -0.313485055
## AVERY 0.18257774 -0.56838836 0.96210986 -1.53387492 -0.308258594
## BEAUFORT 1.02277145 -0.44667779 -0.47216244 -1.49940582 -0.138494723
## BUNCOMBE -0.12427561 0.40529619 -0.61558967 -1.36152943 0.379309338
## BURKE 1.00085335 0.22273034 0.24497371 -1.32706033 -0.122147159
## CABARRUS -0.89871502 0.52700676 -0.32873521 -1.29259123 -0.155290793
## CALDWELL 0.46020697 -0.14240137 -0.18530798 -1.25812213 -0.210411191
## CATAWBA 0.21910791 -0.02069080 -0.61558967 -1.12024573 -0.156766284
## CHATHAM -0.92793915 -0.56838836 -0.75901690 -1.08577663 0.159392495
## CHEROKEE -0.08774545 -0.69009893 -1.04587136 -1.05130753 -0.313485055
## CHOWAN 0.12412949 -0.69009893 -0.61558967 -1.01683843 -0.230209501
## CLEVELAND 0.86203874 0.10101977 -0.18530798 -0.94790023 -0.141707486
## CRAVEN 1.05199558 0.22273034 -0.32873521 -0.87896203 -0.228818219
## DAVIDSON 0.93509906 1.19641489 0.24497371 -0.74108564 -0.278748769
## DAVIE 0.37253458 -0.32496722 0.53182817 -0.70661654 -0.297100878
## DUPLIN 0.83281461 -0.44667779 -0.75901690 -0.67214744 -0.185139285
## DURHAM -0.54802548 0.64871733 -0.75901690 -0.63767834 0.237847074
## EDGECOMBE 0.54057332 -0.26411193 -0.18530798 -0.60320924 -0.269842733
## FORSYTH 0.08759933 3.02207343 0.10154648 -0.56874014 0.763499064
## FRANKLIN -0.12427561 -0.50753307 -0.75901690 -0.53427104 -0.287169687
## GASTON -1.58548205 0.16187506 -0.47216244 -0.49980194 0.084687056
## GRAHAM -0.56263754 -0.75095421 -1.47615306 -0.43086374 -0.279188121
## GRANVILLE -0.27770228 -0.69009893 -1.33272583 -0.39639464 -0.283297895
## HALIFAX 1.05199558 0.28358563 1.39239155 -0.29298734 0.014171023
## HARNETT -0.95716328 0.83128319 0.53182817 -0.25851825 -0.262035078
## HAYWOOD 0.37984061 -0.50753307 -0.75901690 -0.22404915 -0.276478782
## IREDELL -0.56994357 0.10101977 -0.47216244 -0.05170365 -0.196049865
## JOHNSTON -0.63569786 -0.08154608 -0.90244413 0.01723455 -0.244808809
## LEE 0.40175871 -0.02069080 0.10154648 0.08617275 -0.257806313
## LENOIR 1.30040067 0.28358563 0.96210986 0.12064185 -0.262007618
## LINCOLN -1.71699063 -0.38582250 -0.18530798 0.15511095 -0.225728108
## MACON -0.06582735 -0.44667779 0.24497371 0.18958005 -0.299489855
## MADISON 0.22641394 -0.56838836 0.24497371 0.22404915 -0.311608654
## MARTIN 1.30040067 -0.44667779 0.38840094 0.25851825 -0.284588492
## MCDOWELL 0.21180187 -0.32496722 0.24497371 0.29298734 -0.178475776
## MONTGOMERY 1.90680134 -0.14240137 1.53581878 0.39639464 -0.310235679
## MOORE 1.05930161 0.04016449 -0.47216244 0.43086374 -0.259087757
## NASH 1.05199558 0.77042790 0.67525540 0.46533284 0.036422383
## NORTHAMPTON 0.51865523 -0.56838836 0.24497371 0.53427104 -0.306986303
## ORANGE -0.85487883 -0.38582250 -0.75901690 0.60320924 -0.187931002
## PERSON -1.60009411 -0.32496722 1.53581878 0.77555474 -0.289970557
## PITT 0.02184504 -0.02069080 -0.75901690 0.81002384 -0.237989697
## POLK -1.43205537 -0.69009893 -0.32873521 0.84449293 -0.266822187
## RANDOLPH 0.66477587 0.70957262 0.10154648 0.87896203 -0.216214302
## RICHMOND 1.23464638 0.34444091 1.39239155 0.91343113 -0.304331883
## ROBESON 0.73053016 0.46615148 -0.32873521 0.94790023 0.240409962
## ROWAN 0.13143552 0.70957262 0.24497371 1.01683843 0.358467567
## RUTHERFORD -2.19188272 -0.62924364 -0.75901690 1.05130753 -0.161359345
## SAMPSON 1.38807306 0.10101977 -0.04188075 1.08577663 -0.279700699
## SCOTLAND 0.91318096 -0.14240137 0.67525540 1.12024573 0.769573108
## STANLY 1.15428003 0.22273034 0.67525540 1.15471483 -0.296158101
## STOKES -0.17541783 -0.32496722 0.67525540 1.18918393 -0.307773476
## SURRY -0.62839183 0.46615148 2.10952771 1.22365303 -0.160892534
## TRANSYLVANIA 0.48943110 -0.56838836 -0.32873521 1.29259123 0.870596662
## UNION -2.05306811 -0.14240137 -0.61558967 1.36152943 -0.076147896
## VANCE -0.67953406 -0.50753307 -0.47216244 1.39599852 -0.277842605
## WAKE -0.84026676 5.21286367 -0.32873521 1.43046762 0.918577586
## WASHINGTON -0.07313338 -0.69009893 -0.61558967 1.49940582 -0.291517443
## WATAUGA 1.10313780 -0.38582250 -0.04188075 1.53387492 -0.277897524
## WAYNE 0.13874155 -0.02069080 -0.61558967 1.56834402 -0.227024197
## WILKES 0.56979745 -0.32496722 -0.47216244 1.60281312 -0.287535814
## WILSON 1.13236193 0.52700676 0.53182817 1.63728222 -0.269202011
## YANCEY -1.00830550 -0.62924364 0.24497371 1.70622042 -0.240561738
## objectid id acstotpop acsipovbas acseducbas
## ALAMANCE -1.58767489 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER -1.55097332 -1.679863730 0.24405742 0.211718117 0.45702447
## ALLEGHANY -1.54159701 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON -1.53356017 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE -1.52257649 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY -1.51239649 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT -1.49873387 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BUNCOMBE -1.37255549 -1.370440686 0.55350341 0.569888246 0.91133259
## BURKE -1.31576183 -1.335665393 0.24444822 0.242772331 0.43113102
## CABARRUS -1.27504184 -1.300852369 1.98847498 2.086895550 1.90171683
## CALDWELL -1.23325028 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CATAWBA -1.13975505 -1.129112939 0.54575400 0.599701222 0.57678978
## CHATHAM -1.10492875 -1.094496593 1.55258833 1.634761649 2.10943696
## CHEROKEE -1.08992665 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN -1.08055034 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLEVELAND -1.05242140 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## CRAVEN -0.98946616 -0.871576525 0.43133100 0.323919951 0.17189396
## DAVIDSON -0.81372728 -0.749258894 0.17983541 0.248139727 0.23352823
## DAVIE -0.77809729 -0.714473258 0.63308927 0.736209011 0.85295311
## DUPLIN -0.76229151 -0.679845863 0.80119539 0.884907376 0.74895777
## DURHAM -0.71219521 -0.646814433 1.57878903 1.468819393 1.67929722
## EDGECOMBE -0.65861629 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH -0.58092684 -0.577995121 0.19282213 0.202303876 0.02124225
## FRANKLIN -0.50779160 -0.542548503 2.04795261 2.044113938 2.27651603
## GASTON -0.45340899 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GRAHAM -0.39956217 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE -0.38884639 -0.389057471 1.10154925 0.990568906 1.31590536
## HALIFAX -0.20319540 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT -0.17319120 -0.266740218 1.97093175 1.953445006 1.69828195
## HAYWOOD -0.14399069 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## IREDELL -0.03576126 -0.060187717 0.22585625 0.316367651 0.17116760
## JOHNSTON 0.03067661 0.008371874 2.37685845 2.468148322 2.33210651
## LEE 0.06684239 0.077099762 0.47328248 0.535089609 0.33317512
## LENOIR 0.08934554 0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN 0.11533132 0.146700454 0.48445491 0.574076436 0.66928918
## MACON 0.13703079 0.196655951 -0.02354282 0.007790672 0.15908142
## MADISON 0.15283657 0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN 0.16462393 0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL 0.17453603 0.300013523 -1.06860292 -0.973482525 -1.09646682
## MONTGOMERY 0.49091960 0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE 0.51208328 0.437487977 0.62742044 0.707469983 0.93235393
## NASH 0.54476642 0.455751552 -0.04965775 -0.007162906 -0.11206474
## NORTHAMPTON 0.63236797 0.540325920 -1.59582515 -1.600315460 -1.60283954
## ORANGE 0.70978952 0.593574368 1.29466131 1.003413274 0.80312107
## PERSON 0.78131739 0.781503476 0.14200151 0.211149358 0.26760210
## PITT 0.81400053 0.800119388 1.12439863 1.059485848 0.45627675
## POLK 0.84293315 0.850407796 0.70677276 0.772419211 1.43005726
## RANDOLPH 0.86918683 0.869542064 0.58238140 0.661677521 0.61626910
## RICHMOND 0.90320945 0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON 0.93776785 0.954472307 0.15561782 0.169539503 -0.21387511
## ROWAN 1.02349414 1.007705238 0.06428816 0.066200648 0.00796831
## RUTHERFORD 1.06260676 1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON 1.08859254 1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND 1.10788095 1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY 1.12743726 1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES 1.14806514 1.180305204 0.05155648 0.132961576 0.31514744
## SURRY 1.17217566 1.229578136 -0.70533078 -0.630655646 -0.76158487
## TRANSYLVANIA 1.20110828 1.298996943 -0.35874234 -0.352403870 -0.01665108
## UNION 1.23807774 1.351714989 2.15766659 2.233343170 1.82002536
## VANCE 1.27451141 1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE 1.40524400 1.421253533 2.44784241 2.463992051 2.43641174
## WASHINGTON 1.53919131 1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA 1.55151447 1.539486693 0.82632468 0.421083627 -0.08898791
## WAYNE 1.57991130 1.558096930 0.55622758 0.563922201 0.36681955
## WILKES 1.61420181 1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON 1.64313443 1.627004518 0.04579453 0.096185685 -0.06459216
## YANCEY 1.67635337 1.712438555 -0.30469348 -0.210186943 -0.04271315
## acstothh acstothu minorpop minorpct lowincome
## ALAMANCE -0.045717388 -0.69541681 0.120161568 0.27124268 -0.034519893
## ALEXANDER -0.004650632 -0.23633285 -0.955061509 -1.02232047 0.246816101
## ALLEGHANY -1.191069112 0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON -0.604288283 -0.74433419 0.960542362 1.35042427 0.236003797
## ASHE -0.301975983 0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY -1.358230537 1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT -0.170459829 0.16381607 -0.029632812 0.37585340 0.154602322
## BUNCOMBE 1.041081256 0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE 0.215584722 -0.06122462 -0.666965925 -0.87147401 0.651532813
## CABARRUS 1.664577534 0.78886383 0.863996433 0.11021583 0.368679492
## CALDWELL -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CATAWBA 0.599126287 0.04027293 -0.254691480 -0.44791069 0.257321089
## CHATHAM 2.052893509 1.28097260 0.351139560 -0.27565072 0.213928385
## CHEROKEE -0.049651671 1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN -1.225115048 -1.36097846 -0.221452013 0.06192854 -1.048398396
## CLEVELAND -0.789107423 -1.05192106 -0.463994337 -0.16214476 0.072704390
## CRAVEN 0.560750423 0.10909092 0.283301687 0.29283441 -0.157019725
## DAVIDSON 0.286787863 -0.20315376 -0.617274827 -0.56446695 0.173749241
## DAVIE 0.572172079 0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN 0.577733518 0.30424192 1.319550156 0.87367883 3.058865136
## DURHAM 1.983265372 1.07600642 2.462425895 1.30443852 0.692875562
## EDGECOMBE -0.994474282 -1.29671687 0.904280904 1.85644844 0.131149282
## FORSYTH 0.265046123 -0.31236334 0.672261133 0.65339469 0.007756527
## FRANKLIN 2.136694101 1.50453631 1.142572890 0.54832511 1.737118944
## GASTON -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GRAHAM -1.364044429 0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE 0.717857657 0.24235838 1.073698639 0.73281041 0.272361810
## HALIFAX -1.338343086 -1.45332033 0.551201604 1.68205646 -0.333797707
## HARNETT 1.410681302 0.85183798 1.243964525 0.38787373 2.332012510
## HAYWOOD -0.199856481 0.14019028 -1.361679318 -1.38570852 -1.168790021
## IREDELL 0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JOHNSTON 1.920930731 1.11157857 0.905767276 0.12301414 2.024817797
## LEE 0.130025975 -0.39015937 0.759706324 0.66685225 0.862443873
## LENOIR -0.679601955 -0.91144313 0.522778958 1.34744260 0.156420387
## LINCOLN 0.576231233 -0.08863151 -0.810768910 -0.91745542 0.092908099
## MACON 0.059933019 -0.21055549 -1.030015476 -1.03682221 0.433000878
## MADISON -0.098276955 1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL -1.025781587 -1.14367083 0.202651983 1.12970376 -0.773130348
## MONTGOMERY -0.837815076 0.14363955 -0.047350080 0.19422231 -0.231860480
## MOORE 0.941187168 0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH -0.062382993 -0.40080439 0.888378198 1.12921981 -0.404628922
## NORTHAMPTON -1.523181721 -1.29873366 0.333538609 1.50051012 -1.141504582
## ORANGE 1.083174479 0.34340850 0.410254812 -0.07709619 -0.392955265
## PERSON 0.281083893 -0.05923330 0.138553463 0.19606277 0.027414680
## PITT 1.253352401 0.70258550 1.316751300 0.74856524 1.893935774
## POLK 1.535854728 1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH 0.670940896 0.03718190 -0.453221843 -0.60241898 0.867803909
## RICHMOND -1.014437407 -1.36123277 0.002749816 0.56514931 -0.271600925
## ROBESON -0.422193828 -0.79437698 2.365243493 2.30299700 2.173821910
## ROWAN -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON -0.416532624 -0.72108224 0.784717373 1.02030101 0.979850371
## SCOTLAND -0.732620457 -1.04830336 0.955989119 1.43281943 0.620457947
## STANLY -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES 0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## TRANSYLVANIA -0.062409013 0.45258862 -1.217028466 -1.30195856 -0.450718831
## UNION 1.331549171 0.38893456 0.478454236 -0.21901075 -0.303753082
## VANCE -0.520693662 -0.74853595 1.213919632 1.91320111 0.916134717
## WAKE 2.418050106 1.45224702 1.587815158 0.30972769 -0.227758754
## WASHINGTON -1.979682802 -1.99330561 -0.069996049 1.00415660 -1.443295131
## WATAUGA 0.712998538 2.53023389 -1.175050392 -1.32329911 1.127894699
## WAYNE 0.589761747 0.02569249 1.057404073 0.93261749 1.438958685
## WILKES -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON 0.100172410 -0.43552148 1.115019933 1.41217198 0.669471759
## YANCEY -0.024653676 1.00857737 -1.322432180 -1.35650881 0.480623357
## lowincpct lesshs lesshspct under5 under5pct
## ALAMANCE 0.17789063 -0.35102045 0.07527144 0.116257896 0.448117199
## ALEXANDER -0.22295738 1.25685725 0.84509107 -0.104741920 -0.038136266
## ALLEGHANY 1.14403565 0.53354946 1.71177900 -1.269052817 -0.979503099
## ANSON 0.92267341 0.78071878 0.76480775 -0.526234620 -0.242456264
## ASHE -0.22382165 -0.19340220 0.08240277 -0.837698896 -0.724417483
## AVERY 0.73046100 -0.18260724 0.01184513 -1.265913684 -1.244566709
## BEAUFORT 0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BUNCOMBE -0.66856823 -1.05481259 -1.46712504 0.143610170 0.055155763
## BURKE 0.06043337 1.40543911 0.93183944 -0.177118163 -0.365394293
## CABARRUS -1.04866566 -0.27404023 -0.74331642 1.900474441 1.299267405
## CALDWELL 0.44375661 0.94369618 1.08651309 -0.403438149 0.026243700
## CATAWBA -0.55301076 0.37921822 -0.06903556 0.465848299 0.489787935
## CHATHAM -1.31178262 0.46333733 -0.60747462 0.634306911 -0.081663978
## CHEROKEE 0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLEVELAND 0.75571322 -0.35097347 0.26921687 -0.297451324 0.425316728
## CRAVEN -0.34428023 -0.68727157 -0.51981057 0.822164287 1.204276589
## DAVIDSON 0.12314493 0.57189105 0.52965188 0.132683288 0.136879180
## DAVIE -1.47940801 0.15041860 -0.44046982 0.003263981 -0.789306024
## DUPLIN 1.50971699 3.62031289 2.10941149 0.984780109 0.961669763
## DURHAM -0.78839373 0.14389851 -0.53874396 1.789083889 1.115073593
## EDGECOMBE 1.58175778 0.12866146 1.04599020 -0.399367376 0.742069381
## FORSYTH -0.25413396 -0.91259827 -0.76973507 0.469177767 0.881269094
## FRANKLIN -0.15958956 2.02564052 0.34802008 1.365849958 0.419133161
## GASTON 0.05429053 -0.51013437 0.23303288 -0.145240767 0.680618471
## GRAHAM 1.44097711 -0.21717844 1.10055639 -1.121698182 -0.638509476
## GRANVILLE -0.63815453 1.22429018 0.46997724 0.372252545 -0.536723848
## HALIFAX 1.69819267 0.19089726 1.68050759 -0.837409242 -0.169461133
## HARNETT 0.04891611 0.83099661 -0.24943270 2.652412510 1.611051823
## HAYWOOD -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## IREDELL -1.12980496 -0.88262031 -0.77649631 0.217445764 0.470213574
## JOHNSTON 0.11770742 1.29665349 0.24690962 2.193420604 1.255240117
## LEE 0.29836039 0.65356074 0.58886093 0.836931690 1.356506129
## LENOIR 1.49735920 0.31389399 1.31219773 -0.305326941 0.805682585
## LINCOLN -0.34259020 0.34233384 -0.10813642 0.102061755 0.319086630
## MACON 0.35010450 0.42120078 0.23616948 -0.504605226 -1.049134527
## MADISON -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL 0.53863908 -0.50849267 0.21299746 -0.663806709 0.062793941
## MONTGOMERY 0.68331823 0.62209545 1.08344804 -0.336914721 -0.179469680
## MOORE -1.11429612 -0.87869870 -1.01866005 0.485803990 0.498347718
## NASH -0.19330615 -0.18494282 0.08205787 0.070962456 0.223333288
## NORTHAMPTON 0.84269264 -0.30162508 0.80501010 -1.204054281 -0.400439297
## ORANGE -1.34431681 -1.60006642 -1.89397039 0.284924303 -0.740266279
## PERSON -0.19955874 -0.15034850 -0.16784183 0.001714016 -0.021675569
## PITT 0.74443608 -0.84071257 -1.02113372 0.962655914 0.408324930
## POLK -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH 0.08316632 1.44999920 0.80156044 0.488243755 0.583013476
## RICHMOND 1.36476780 -0.13733107 0.87239766 -0.369161777 1.170084506
## ROBESON 2.06725865 1.69202618 1.70586736 0.765475222 1.791450202
## ROWAN -0.21983786 -0.06526985 -0.14880274 0.150700022 0.323153903
## RUTHERFORD 0.31977974 0.13593339 0.39830282 -0.451400779 -0.372412663
## SAMPSON 1.14091382 1.39554287 1.33827195 0.382566549 1.106382564
## SCOTLAND 1.97572383 0.57233641 0.94709434 0.078517841 1.126506850
## STANLY -0.19222530 -0.35271845 -0.13092456 -0.142304480 0.366634347
## STOKES -0.76413705 0.61204543 0.36557340 -0.421784510 -0.655457606
## SURRY 0.23632611 0.80446795 1.26868034 -0.528379977 -0.008411926
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## UNION -1.87187192 -0.25083027 -0.92965167 1.622951772 0.590676094
## VANCE 1.80639633 0.69387965 1.36706902 0.150081886 1.896193325
## WAKE -2.08090712 -1.00907524 -1.80171308 2.169986608 0.737457622
## WASHINGTON 0.49168724 -0.97894726 0.50369972 -1.194009053 -0.324812114
## WATAUGA 0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE 0.83400627 0.50763427 0.31583805 1.041073939 1.200766903
## WILKES 0.39784540 1.09720771 1.34257468 -0.484053345 -0.402847872
## WILSON 1.21213664 1.08012965 1.58412219 0.279094132 0.353859319
## YANCEY 0.65628652 0.16322035 -0.03474699 -0.507024526 -0.512381654
## over64 over64pct pre1960 pre1960pct vuleopct
## ALAMANCE -0.57693568 -0.387079416 0.753607834 1.08600530 0.27465005
## ALEXANDER 0.44401856 0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY -0.21923340 1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON -0.64589754 -0.193745631 1.172398991 1.22529375 1.37950639
## ASHE 0.39117349 1.152808829 0.404499940 -0.34555988 -1.14502447
## AVERY -0.60231378 1.073685441 0.212553796 -0.02860155 -0.75338794
## BEAUFORT 0.66307527 0.900639849 0.470206474 0.23857495 0.58190062
## BUNCOMBE 0.74114293 -0.134335044 1.821167608 0.92443596 -0.89722986
## BURKE 0.46209394 0.235940277 1.021957641 0.42956387 -0.67553596
## CABARRUS 0.09402601 -1.175483751 0.725972035 0.67819760 -0.25535629
## CALDWELL -0.30531672 0.002335771 0.494447836 0.84729717 -0.66403793
## CATAWBA 0.21701801 -0.462759289 0.225460865 0.05162252 -0.53840772
## CHATHAM 3.22625443 0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE 1.69819934 2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN -0.50382859 0.217087413 0.294298566 0.01731916 -0.15021632
## CLEVELAND -0.68458786 -0.110456660 -0.304766048 0.18998423 0.11802233
## CRAVEN 0.35198007 -0.192899385 -0.572495057 -0.06176704 0.12093823
## DAVIDSON -0.01550347 -0.316848901 -0.004619977 0.02592679 -0.41005602
## DAVIE 1.05011626 0.181737719 0.239429881 -0.11819108 -1.22071447
## DUPLIN 0.53340253 -0.313817701 0.714633220 -0.10719335 1.19130339
## DURHAM -0.42370581 -1.329934026 0.540953276 0.20165572 0.78267677
## EDGECOMBE -0.97717251 0.068713502 0.499954322 1.35318432 1.99900541
## FORSYTH -0.57960082 -0.803741864 0.420981216 0.57130420 0.43812756
## FRANKLIN 1.29019480 -0.391199843 -0.097012981 -0.96220529 0.38524639
## GASTON -1.19173269 -0.653603615 -0.223852405 0.88155457 -0.09485129
## GRAHAM -0.31676499 0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE 0.47818243 -0.338332927 -0.059596473 0.32911082 0.37577675
## HALIFAX -1.14325676 0.414723461 0.516975853 2.00025920 1.89798036
## HARNETT -0.25249980 -1.251020465 -0.207740482 -0.55643916 0.32548460
## HAYWOOD 0.56979600 0.942622392 1.420116773 1.26071737 -1.34717316
## IREDELL -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JOHNSTON 0.34582474 -1.087655444 -0.339152192 -0.46850146 0.13668180
## LEE -0.18700016 -0.806714237 -0.391991074 -0.18562105 0.62973080
## LENOIR -0.57202304 -0.038263300 1.218731372 1.79316932 1.56525797
## LINCOLN 0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON 0.25367463 0.261857474 0.634912491 0.27748802 -0.71263423
## MADISON 1.24967407 1.994479733 0.650899442 -0.51982608 -1.03728055
## MARTIN 0.19926246 0.551970094 0.898412350 0.57070756 -1.20207572
## MCDOWELL -0.46730942 0.933803966 1.154090241 1.55193419 1.07768255
## MONTGOMERY -0.47659815 0.259318622 0.955506812 0.76045248 0.37865613
## MOORE 2.12199341 0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH -0.28532325 -0.186612820 -0.024214637 0.22563818 0.83768504
## NORTHAMPTON -0.74063806 1.486546863 0.478450862 1.56822379 1.47307210
## ORANGE -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PERSON 0.15988183 0.223724608 0.802251055 0.58149124 0.09110380
## PITT -0.64667583 -1.344737342 -1.150855916 -0.57599773 0.84095526
## POLK 3.80465584 2.525389330 3.122800509 0.39553413 -1.18455600
## RANDOLPH 0.21837810 -0.461104463 0.036869774 -0.24838321 -0.45342416
## RICHMOND -1.31439485 -0.540748154 -0.091618442 0.94258233 0.89768722
## ROBESON -0.86097648 -1.080721635 -0.535111778 0.02223687 2.51422612
## ROWAN -0.30400643 -0.427537177 1.577780530 1.46966838 -0.19938859
## RUTHERFORD -0.05945730 0.562138868 1.209594596 1.02124196 -0.54439490
## SAMPSON -0.43560768 -0.393000118 -0.170029447 0.11142122 1.18755595
## SCOTLAND -0.77379414 -0.370266611 -0.145218027 0.74179377 1.78997587
## STANLY -0.38788615 -0.130145249 1.889318458 2.31334672 -0.55668190
## STOKES 0.41316087 0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY -0.45151913 0.175847563 0.376482642 0.46659104 -0.65285579
## TRANSYLVANIA 1.97170457 2.133278268 0.627338719 0.34765533 -1.07098137
## UNION -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE -0.54557487 -0.459350915 0.246931308 1.00550675 2.11782467
## WAKE -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WASHINGTON -1.35806624 0.651836733 -0.913663166 0.04659220 0.96214246
## WATAUGA -0.05950791 -0.380793917 0.305618062 -0.98611117 -1.01271710
## WAYNE -0.17192377 -0.689346065 -0.082976806 0.09548443 1.01712623
## WILKES -0.06331158 0.335312802 -0.098738411 0.19007442 -0.72151812
## WILSON -0.27886488 -0.415969486 0.655643072 1.12199259 1.52353219
## YANCEY 1.12070643 1.259957975 1.420627998 0.17930754 -0.86746883
## vuleo dispeo dslpm cancer resp
## ALAMANCE 0.080447130 0.193585344 1.427111706 0.898839431 0.76080740
## ALEXANDER -0.633244857 -0.948309043 -0.367197250 0.141179842 -0.08669581
## ALLEGHANY -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON 0.820433059 1.282323494 -0.282855853 1.018398893 1.20624270
## ASHE -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT -0.008097535 0.253075960 -0.581241718 -0.709846077 -0.53673513
## BUNCOMBE -0.587455876 -1.138896587 0.624226258 -0.577553838 -0.66179003
## BURKE -0.287543316 -0.536480851 0.226686522 0.441363560 0.35567891
## CABARRUS 0.745983187 -0.686137388 2.858073048 1.593379224 1.61434041
## CALDWELL -0.917124884 -0.759311841 0.042430542 0.240274755 0.13257468
## CATAWBA -0.129931315 -0.587305885 0.910484497 1.138463725 0.75831649
## CHATHAM 0.302984157 -0.868915202 0.113756296 0.713524020 0.75282291
## CHEROKEE -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN -0.532619818 0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLEVELAND -0.365333826 0.031094982 0.883766405 1.215698297 0.99017886
## CRAVEN 0.144681107 -0.169260832 -0.563335489 -0.296132292 0.30171274
## DAVIDSON -0.433895764 -0.659765869 1.342495806 1.075267238 0.93937745
## DAVIE -0.760305970 -1.408021108 0.748110537 0.702268684 0.60993720
## DUPLIN 1.968650760 1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM 2.164870580 1.330026138 2.773027295 1.885425374 1.26274715
## EDGECOMBE 0.702545528 1.598681119 0.100564184 -0.071218017 -0.13271440
## FORSYTH 0.493426071 0.435477498 1.510368773 1.114364796 0.67671568
## FRANKLIN 1.438967158 0.092898431 -0.058244146 0.426158735 0.41406704
## GASTON -0.626000493 -0.256797433 2.167493284 1.923818005 1.56387262
## GRAHAM -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE 0.959687997 0.271354109 0.309798577 0.881822677 0.71763173
## HALIFAX 0.309094442 1.408321832 0.257032844 0.200856319 0.28399264
## HARNETT 1.717125772 0.485537212 0.132442212 0.822427799 1.06043561
## HAYWOOD -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## IREDELL -0.599066426 -0.893141353 1.650924675 1.027109915 1.07999187
## JOHNSTON 1.319213038 -0.310464151 0.763434086 0.421325946 0.60230185
## LEE 0.844328015 0.631604494 0.440639595 0.895744900 2.23422824
## LENOIR 0.433747966 1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN -0.622377025 -1.125821222 0.854504858 1.056736274 0.90988302
## MACON -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL -0.134013739 0.686893112 -0.563434025 -0.696894284 -0.63372792
## MONTGOMERY -0.040723883 0.462507356 -0.403899476 0.944317563 1.28931364
## MOORE -0.469652669 -1.057019138 -0.239329655 1.074387365 1.06640917
## NASH 0.529275674 0.670335076 0.717760396 0.200362909 0.18284293
## NORTHAMPTON -0.092174709 1.154494446 -0.438298190 -0.138225828 -0.14346623
## ORANGE 0.303513936 -0.663926275 1.764163393 1.192612399 1.01402577
## PERSON 0.089452599 -0.005865324 -0.076368245 0.306672776 0.18643023
## PITT 1.650272634 1.076550306 0.481525182 -0.221933497 -0.10271950
## POLK -0.671641552 -1.360697253 -0.099910059 0.006963312 -0.14796936
## RANDOLPH -0.093045586 -0.572351659 0.740760329 0.872487309 0.70155712
## RICHMOND -0.092453685 0.726333975 -0.009447269 1.050826375 1.31373187
## ROBESON 2.518721384 2.879467567 0.227073774 0.469732388 0.75966061
## ROWAN -0.166485497 -0.249416319 1.883033198 1.303015051 1.22170229
## RUTHERFORD -0.791523516 -0.517913696 0.174796782 0.792868333 0.66953062
## SAMPSON 0.891638180 1.180505215 -0.487253764 0.073985138 0.17791298
## SCOTLAND 0.993085849 1.548161653 -0.081688323 1.012707489 1.31171325
## STANLY -0.820209155 -0.665898907 0.616096666 1.761648095 1.30051548
## STOKES -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## UNION 0.250374901 -1.411042429 1.671739718 1.335046559 1.40620958
## VANCE 1.204650412 1.703199117 0.362693120 0.593430810 0.44609475
## WAKE 1.130094442 -0.592168284 2.835262498 1.287363271 1.24771389
## WASHINGTON -0.564807336 0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE 1.267881661 1.070837928 0.081980079 0.304580447 0.25703870
## WILKES -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON 1.063820179 1.231979870 0.711353659 0.276955953 0.17167410
## YANCEY -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
## pnpl prmp ptsdf ozone pm25
## ALAMANCE -0.57686169 0.7600787422 0.77831698 0.71453588 0.73622593
## ALEXANDER -0.29627482 -0.8760752175 -0.62613322 0.57487102 0.90384017
## ALLEGHANY -0.13251605 -1.0990870365 -0.74560167 0.15993844 -1.13357236
## ANSON -0.19012161 -1.0606373585 -0.46837459 0.04985865 0.02786616
## ASHE 0.17469551 -1.1860346492 -0.48435673 0.42264494 -1.45230383
## AVERY -0.60709654 -1.1775084938 -0.73946093 0.37447457 -1.49266263
## BEAUFORT 1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BUNCOMBE 1.61396042 -0.2472810412 1.34051840 0.50270937 -0.79187607
## BURKE -0.57653627 1.3836509227 0.07732765 0.34088032 0.54872663
## CABARRUS 2.27373879 0.5098766438 0.17274455 2.06021829 1.48121302
## CALDWELL -0.55459419 2.2309275883 1.32967496 0.40137851 0.36095621
## CATAWBA -0.20863630 1.8668387694 1.44852586 1.01196557 1.53146632
## CHATHAM -0.39697945 0.4651986967 -0.60270302 0.38069901 0.82084078
## CHEROKEE -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLEVELAND 0.68746495 0.4538352972 0.09111301 0.87392943 1.60404348
## CRAVEN 0.70058516 0.5776341230 -0.26326557 -1.87380370 -1.22717162
## DAVIDSON -0.45249677 0.7954716368 0.44396511 1.84095619 0.92621970
## DAVIE -0.26660716 -0.4322777326 -0.33631387 1.61337413 0.97236727
## DUPLIN -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM 0.20985805 0.8537537227 2.90049958 0.65494904 1.68797344
## EDGECOMBE -0.61708797 1.3611933615 -0.16425623 -0.45176556 0.01753294
## FORSYTH -0.45223085 0.7080517894 3.29007914 1.77402594 0.77842857
## FRANKLIN -0.42280564 -0.6768527900 -0.41895257 0.18114282 0.82304144
## GASTON 3.97196114 3.5192904026 1.67113736 1.29582615 1.97543469
## GRAHAM -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE 3.63056452 -0.2639752254 0.38751093 0.44404133 1.00047850
## HALIFAX -0.66186133 0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT -0.38335226 -0.1412771668 -0.56467623 0.16748599 1.08248324
## HAYWOOD 2.95673121 1.2178619148 -0.46307164 0.54047227 -1.19607514
## IREDELL 1.57059705 1.5845088685 0.34149208 1.55920971 1.48673219
## JOHNSTON -0.48227339 0.5273213592 -0.46638472 -0.11218785 1.01952765
## LEE -0.49436192 0.1556513895 0.63014088 0.19857789 0.79615430
## LENOIR -0.58365445 0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN -0.26022908 1.0464324370 0.22904150 1.28673075 1.76404040
## MACON -0.44362471 -0.3000954873 -0.22602015 0.24817656 -0.49184880
## MADISON -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN -0.36144890 -0.8119637487 -0.41048697 0.88516151 -1.06301655
## MCDOWELL -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MONTGOMERY -0.49068329 -0.0007700371 -0.61251920 0.24091791 -0.46721336
## MOORE 2.44009240 -0.5300262646 -0.51091746 0.12021739 0.05590875
## NASH -0.63421864 0.7945993986 0.30810164 -0.26318083 0.37210295
## NORTHAMPTON -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ORANGE -0.25643367 -0.6738240723 1.67729917 0.52719711 1.29013338
## PERSON 1.83651016 -0.0083302524 -0.40086149 0.39533710 0.64970714
## PITT -0.31731781 -0.0724068497 1.23908027 -0.63779280 -0.31802045
## POLK -0.06113608 -1.0054798827 -0.71799231 0.30557541 0.36364253
## RANDOLPH -0.61340370 0.1877666581 0.57764927 1.10220206 0.41645549
## RICHMOND 0.74144204 0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON -0.49219584 1.1225145097 -0.35105459 -0.58761114 0.41582973
## ROWAN 0.90628586 1.0161704153 0.41923161 1.88286674 1.23940433
## RUTHERFORD -0.40305503 0.6793399649 -0.04416178 0.49904003 0.86476888
## SAMPSON -0.48994269 0.2118518872 -0.45890083 -0.75828633 0.40961828
## SCOTLAND -0.39877769 0.0336010080 -0.39881048 -0.06795602 0.33271393
## STANLY -0.39312541 0.0670822711 -0.52892379 0.96231776 0.34948871
## STOKES -0.48921930 -0.8969114006 -0.33667519 0.91178746 -0.03230704
## SURRY -0.37368820 0.5864631443 -0.55118498 0.40382969 -0.32250175
## TRANSYLVANIA -0.32183194 -0.3886707238 0.31142535 -0.41722056 -1.15153171
## UNION -0.12096644 0.2263286766 0.66611301 0.87403365 1.24137536
## VANCE -0.07756038 0.2502638641 0.06680041 0.05577599 0.61712154
## WAKE 0.99295694 -0.3185729767 2.18623378 0.61482826 1.72786021
## WASHINGTON -0.57879973 0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA -0.47584878 -1.1836198683 -0.17581308 0.43692845 -1.38719532
## WAYNE -0.65382866 -0.4675997465 -0.02234455 -0.47651172 0.49630212
## WILKES -0.31684422 1.7310747063 -0.33136439 0.19366935 -0.21070069
## WILSON -0.63660855 2.9255496443 0.07110618 -0.19927714 0.42980898
## YANCEY -0.43129531 -1.1187296011 -0.28995398 0.77760736 -1.44839560
## d_dslpm_2 d_cancr_2 d_pnpl_2 d_ptsdf_2 d_ozone_2
## ALAMANCE 0.54159287 0.19251630 -0.008007687 -0.10238330 0.160894954
## ALEXANDER -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON 1.05648189 1.46264399 0.599301308 0.14771799 1.241140885
## ASHE -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT 0.24022798 0.18968866 2.373085739 0.13288793 0.199953249
## BUNCOMBE -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS -1.17759274 -0.86490424 0.408752826 -0.63398339 -0.787775659
## CALDWELL -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CATAWBA -0.67746253 -0.69466923 -0.436638558 0.46710984 -0.658430253
## CHATHAM -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN 0.20841104 0.28136512 0.015522093 -0.24486084 0.338656142
## CLEVELAND 0.09943838 0.00573901 0.217493382 -0.10019157 -0.005311666
## CRAVEN -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## DAVIDSON -0.72085222 -0.77017594 -0.251171604 0.05425464 -0.754338695
## DAVIE -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN 1.23896208 1.60547213 0.272157452 -0.13497093 1.554809272
## DURHAM 3.06946256 1.82494832 1.078053694 4.16705600 1.333531370
## EDGECOMBE 1.77581670 1.57395751 0.220347369 0.71257842 1.521766990
## FORSYTH 0.92843387 0.51747980 0.039294168 2.81933032 0.441013018
## FRANKLIN -0.06264564 0.04743296 -0.006420478 -0.31642975 0.048507593
## GASTON -0.30838172 -0.31308150 0.147934978 0.56173396 -0.312034038
## GRAHAM -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE 0.40284162 0.31152759 4.954098794 0.64551831 0.235102495
## HALIFAX 1.28993909 1.38160926 0.156357452 0.04545381 1.321245791
## HARNETT 0.43604024 0.50147631 0.141941306 -0.18734435 0.447997767
## HAYWOOD -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## IREDELL -1.37927828 -1.11526164 0.065408736 -0.34437669 -1.006162274
## JOHNSTON -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## LEE 0.80529919 0.68478907 0.117478735 1.61551355 0.597385646
## LENOIR 1.03048134 0.99624490 0.172517652 0.02474698 0.996208371
## LINCOLN -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL 0.44722931 0.55990244 0.146851578 -0.26039991 0.615490275
## MONTGOMERY 0.29313164 0.49106846 0.131473699 -0.21807359 0.418089889
## MOORE -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH 0.89405934 0.65242108 0.059739072 0.56160012 0.620649938
## NORTHAMPTON 0.90062101 1.09795529 0.101458204 -0.12752146 1.065874166
## ORANGE -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PERSON 0.13425522 -0.03468539 1.332880371 0.08026645 -0.044528371
## PITT 1.37050764 0.99768693 0.409280644 2.51548304 1.005463405
## POLK -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND 0.65063562 0.80234761 0.802873117 0.01864683 0.683003892
## ROBESON 2.89430189 3.03661251 0.784617404 0.46308202 2.765862652
## ROWAN -0.16465185 -0.30572703 0.031684567 0.29330786 -0.307832142
## RUTHERFORD -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON 0.81555549 1.13475711 0.233738490 0.12828506 1.081550618
## SCOTLAND 1.42383162 1.77259883 0.493370782 0.26983792 1.500403113
## STANLY -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## UNION -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE 1.83984494 1.82430992 0.926559608 0.91617909 1.663449592
## WAKE -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WASHINGTON 0.44710781 0.64899558 0.147536183 -0.22978926 0.741203318
## WATAUGA -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE 1.13114419 1.12897770 0.102953937 0.82348811 0.999848001
## WILKES -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON 1.57153369 1.26321898 0.146729641 0.29705925 1.177465237
## YANCEY -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
## d_pm25_2 arealand areawater npl_cnt tsdf_cnt
## ALAMANCE 0.14707431 -0.834545757 -0.20707231 -0.43775435 0.318872389
## ALEXANDER -1.06191144 -0.365374018 -0.20336850 -0.43775435 -0.628462442
## ALLEGHANY -0.34379575 0.328343365 -0.20478671 -0.43775435 -1.240170076
## ANSON 1.20419473 0.769489687 -0.19384627 -0.43775435 -0.467486749
## ASHE -0.96370154 0.196678409 -0.20402142 3.21361669 0.094464762
## AVERY -0.57618873 -0.059067083 -0.21265574 -0.43775435 -1.240170076
## BEAUFORT 0.17341199 0.491319505 0.03255237 1.85739316 -0.820713413
## BUNCOMBE -1.11314654 -0.800393197 -0.21188788 1.12711895 1.238437479
## BURKE -0.61640781 -0.504724122 -0.20429134 -0.43775435 0.531672726
## CABARRUS -0.81138560 -0.828204332 -0.21146970 0.41682185 0.633997994
## CALDWELL -0.84302939 -0.578691532 -0.21047983 -0.43775435 2.074890649
## CATAWBA -0.70799113 -0.802908679 -0.20322023 -0.43775435 2.314173228
## CHATHAM -1.03232138 0.207055054 -0.16211760 -0.43775435 -0.401256749
## CHEROKEE -0.92086591 0.353694045 -0.17850877 -0.43775435 0.158018802
## CHOWAN 0.29599979 -0.266054507 0.07314443 -0.43775435 -1.240170076
## CLEVELAND -0.02087357 -0.683477080 -0.20999889 0.60549452 0.285126881
## CRAVEN -0.20783794 -0.351610181 -0.14483740 0.81740444 -0.551998988
## DAVIDSON -0.75494771 -0.743513588 -0.20455693 -0.43775435 0.391050281
## DAVIE -1.55112952 -0.384238594 -0.20584725 -0.43775435 -0.065691419
## DUPLIN 1.61522210 0.504046521 -0.20276248 -0.43775435 -0.808376452
## DURHAM 1.44171445 -0.958696694 -0.20845764 -0.43775435 2.502041331
## EDGECOMBE 1.52665866 -0.370592730 -0.21135572 -0.43775435 -0.615447386
## FORSYTH 0.40070479 -0.971550595 -0.21213101 -0.43775435 1.599361656
## FRANKLIN 0.02668737 0.002826467 -0.20728634 -0.43775435 0.717294352
## GASTON -0.35052231 -0.946516334 -0.21033481 1.41959046 0.796498115
## GRAHAM -0.38065412 1.333910858 -0.13381958 -0.43775435 0.594952826
## GRANVILLE 0.22602618 0.018146839 -0.20185370 4.58288083 1.971295002
## HALIFAX 1.32278802 -0.143009532 -0.20493570 -0.43775435 -0.664445244
## HARNETT 0.45787071 -0.436766358 -0.20654930 -0.43775435 -0.758826364
## HAYWOOD -1.18541869 -0.319037045 -0.21207245 2.90933577 -0.628462442
## IREDELL -1.05506184 -0.743199935 -0.19971608 0.99671284 0.594952826
## JOHNSTON -0.40394277 -0.458955122 -0.20986697 -0.43775435 0.158018802
## LEE 0.60694252 -0.626206597 -0.20600192 -0.43775435 1.934096564
## LENOIR 0.98841279 -0.520417855 -0.21017472 -0.43775435 0.009275304
## LINCOLN -1.32322119 -0.690882007 -0.20149685 -0.43775435 1.108787238
## MACON -0.78006731 -0.142930960 -0.20191393 -0.43775435 0.654150339
## MADISON -0.90253032 0.136606430 -0.20375672 -0.43775435 -1.240170076
## MARTIN -1.13989292 0.778051469 -0.20568008 -0.43775435 -0.322608625
## MCDOWELL 0.57901497 0.356495354 -0.21245964 -0.43775435 -1.240170076
## MONTGOMERY 0.36614948 0.396721249 -0.18344596 -0.43775435 -0.572852657
## MOORE -1.10988917 -0.272192049 -0.20413176 3.79014896 -0.467486749
## NASH 0.62062730 -0.532118616 -0.21094905 -0.43775435 0.792581446
## NORTHAMPTON 1.05805962 0.532517714 -0.17178179 -0.43775435 -0.572852657
## ORANGE -0.77412768 -0.731696581 -0.21035767 -0.43775435 0.130055024
## PERSON -0.06779035 -0.083489394 -0.18287358 2.65186730 -0.675516875
## PITT 0.97824027 -0.632701501 -0.21118084 -0.43775435 1.359587368
## POLK -1.44081133 0.228879650 -0.20920649 -0.43775435 -1.240170076
## RANDOLPH -0.65011436 -0.480323019 -0.20751599 -0.43775435 0.808339210
## RICHMOND 0.65196018 -0.317630234 -0.20373942 1.52151791 -0.882097314
## ROBESON 2.88169559 -0.369889974 -0.21189763 -0.43775435 -0.406023302
## ROWAN -0.32710034 -0.722371776 -0.20465464 0.41682185 0.633997994
## RUTHERFORD -0.59536847 -0.362653431 -0.21107087 -0.43775435 0.171462925
## SAMPSON 1.12700698 0.308891900 -0.21058404 -0.43775435 -0.913926004
## SCOTLAND 1.50863725 -0.299998875 -0.20974922 -0.43775435 0.391050281
## STANLY -0.74468719 -0.513897107 -0.19942834 -0.43775435 -0.282714649
## STOKES -1.42824365 -0.123581246 -0.19895906 -0.43775435 -0.293009869
## SURRY -0.55584594 -0.483650396 -0.20891337 -0.43775435 -0.493679404
## TRANSYLVANIA -0.97099571 -0.080337289 -0.20817212 -0.43775435 1.696026566
## UNION -1.61810220 -0.675932054 -0.20892103 -0.43775435 1.610506276
## VANCE 1.70079872 -0.576223096 -0.18090348 -0.43775435 -0.350413517
## WAKE -0.72067738 -0.961177321 -0.21012158 0.09189507 1.147506315
## WASHINGTON 0.68279628 0.446954465 0.11721287 -0.43775435 -1.240170076
## WATAUGA -0.86298958 -0.415346315 -0.21145205 -0.43775435 -0.293009869
## WAYNE 1.03479845 -0.593629014 -0.21002582 -0.43775435 -0.457184304
## WILKES -0.69757818 -0.139983273 -0.21007464 -0.43775435 -0.132171343
## WILSON 1.19466978 -0.640138282 -0.20674536 -0.43775435 0.628318697
## YANCEY -0.78424798 0.509521564 -0.21038457 -0.43775435 1.018442726
## shape_length shape_area cluster
## ALAMANCE -1.004614926 -0.570739709 3
## ALEXANDER -0.247982846 -0.309803626 3
## ALLEGHANY 0.491340833 0.084238178 1
## ANSON 0.533792116 0.298876995 1
## ASHE 0.621000504 0.009792536 3
## AVERY 0.371453730 -0.143457939 1
## BEAUFORT 0.340911248 0.284172306 3
## BUNCOMBE -0.881475362 -0.556184260 3
## BURKE -0.498977247 -0.388721264 1
## CABARRUS -1.066718248 -0.571982807 3
## CALDWELL -0.679360962 -0.431435266 3
## CATAWBA -0.882699399 -0.552577113 3
## CHATHAM 0.198116582 0.025501297 3
## CHEROKEE 0.633198385 0.085796213 3
## CHOWAN 0.014587738 -0.097867343 3
## CLEVELAND -0.714674750 -0.492521571 3
## CRAVEN -0.438699215 -0.278306379 3
## DAVIDSON -0.822743479 -0.520073488 1
## DAVIE -0.242226375 -0.321530179 1
## DUPLIN 0.545875870 0.149929092 3
## DURHAM -1.235448270 -0.640356895 3
## EDGECOMBE -0.423063400 -0.317212035 3
## FORSYTH -1.272893626 -0.649383282 2
## FRANKLIN 0.163158097 -0.106020664 3
## GASTON -1.176103576 -0.636061049 3
## GRAHAM 1.270647421 0.648689061 3
## GRANVILLE -0.031018608 -0.091011577 3
## HALIFAX -0.250853411 -0.183307771 1
## HARNETT -0.388545948 -0.355942192 1
## HAYWOOD -0.386225985 -0.292858921 3
## IREDELL -0.843780764 -0.517148468 3
## JOHNSTON -0.383091111 -0.368600293 3
## LEE -0.723768701 -0.458256103 1
## LENOIR -0.547612924 -0.404515822 1
## LINCOLN -0.707358404 -0.491072384 3
## MACON 0.001205813 -0.189180064 1
## MADISON 0.225651756 -0.045386389 1
## MARTIN 0.883408796 0.319251982 1
## MCDOWELL 0.510569931 0.082565186 1
## MONTGOMERY 0.480313017 0.110406818 1
## MOORE -0.308486478 -0.265527414 3
## NASH -0.582029322 -0.405825418 1
## NORTHAMPTON 0.681602573 0.215617895 1
## ORANGE -0.914013746 -0.515467589 3
## PERSON -0.275084353 -0.135809870 1
## PITT -0.784158934 -0.463933171 3
## POLK 0.478992829 0.003921703 3
## RANDOLPH -0.483520731 -0.377405731 1
## RICHMOND -0.546654085 -0.293167956 1
## ROBESON -0.342952452 -0.329227571 3
## ROWAN -0.890402779 -0.509257528 1
## RUTHERFORD -0.408967601 -0.317690388 3
## SAMPSON 0.296646237 0.041406525 3
## SCOTLAND -0.440327524 -0.288602261 1
## STANLY -0.542800059 -0.394524569 1
## STOKES 0.101912849 -0.167127224 1
## SURRY -0.374739388 -0.374067373 1
## TRANSYLVANIA 0.054430987 -0.164750793 3
## UNION -0.806133576 -0.489699968 3
## VANCE -0.667579270 -0.410475601 3
## WAKE -1.264027586 -0.643084940 2
## WASHINGTON 0.391475220 0.315462626 3
## WATAUGA -0.104195162 -0.339018720 3
## WAYNE -0.634007708 -0.443398130 3
## WILKES -0.054790683 -0.185189481 3
## WILSON -0.779954595 -0.464878472 1
## YANCEY 0.833917367 0.169358183 1#Creating brownfields as a proportion of population
ej.scaled$bf_prop <- ej.scaled$bf_acreage/ej.scaled$acstotpop
ej.scaled## per_tested num_high_lead per_highlead_h fips bf_acreage
## ALAMANCE -0.88410296 1.43983603 -1.44746761 -1.70622042 0.004331364
## ALEXANDER 0.68669397 -0.56838836 -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY -1.70237856 -0.69009893 0.38840094 -1.63728222 -0.313485055
## ANSON -1.67315443 -0.44667779 2.10952771 -1.60281312 -0.295068874
## ASHE 0.01453900 -0.75095421 -1.47615306 -1.56834402 -0.313485055
## AVERY 0.18257774 -0.56838836 0.96210986 -1.53387492 -0.308258594
## BEAUFORT 1.02277145 -0.44667779 -0.47216244 -1.49940582 -0.138494723
## BUNCOMBE -0.12427561 0.40529619 -0.61558967 -1.36152943 0.379309338
## BURKE 1.00085335 0.22273034 0.24497371 -1.32706033 -0.122147159
## CABARRUS -0.89871502 0.52700676 -0.32873521 -1.29259123 -0.155290793
## CALDWELL 0.46020697 -0.14240137 -0.18530798 -1.25812213 -0.210411191
## CATAWBA 0.21910791 -0.02069080 -0.61558967 -1.12024573 -0.156766284
## CHATHAM -0.92793915 -0.56838836 -0.75901690 -1.08577663 0.159392495
## CHEROKEE -0.08774545 -0.69009893 -1.04587136 -1.05130753 -0.313485055
## CHOWAN 0.12412949 -0.69009893 -0.61558967 -1.01683843 -0.230209501
## CLEVELAND 0.86203874 0.10101977 -0.18530798 -0.94790023 -0.141707486
## CRAVEN 1.05199558 0.22273034 -0.32873521 -0.87896203 -0.228818219
## DAVIDSON 0.93509906 1.19641489 0.24497371 -0.74108564 -0.278748769
## DAVIE 0.37253458 -0.32496722 0.53182817 -0.70661654 -0.297100878
## DUPLIN 0.83281461 -0.44667779 -0.75901690 -0.67214744 -0.185139285
## DURHAM -0.54802548 0.64871733 -0.75901690 -0.63767834 0.237847074
## EDGECOMBE 0.54057332 -0.26411193 -0.18530798 -0.60320924 -0.269842733
## FORSYTH 0.08759933 3.02207343 0.10154648 -0.56874014 0.763499064
## FRANKLIN -0.12427561 -0.50753307 -0.75901690 -0.53427104 -0.287169687
## GASTON -1.58548205 0.16187506 -0.47216244 -0.49980194 0.084687056
## GRAHAM -0.56263754 -0.75095421 -1.47615306 -0.43086374 -0.279188121
## GRANVILLE -0.27770228 -0.69009893 -1.33272583 -0.39639464 -0.283297895
## HALIFAX 1.05199558 0.28358563 1.39239155 -0.29298734 0.014171023
## HARNETT -0.95716328 0.83128319 0.53182817 -0.25851825 -0.262035078
## HAYWOOD 0.37984061 -0.50753307 -0.75901690 -0.22404915 -0.276478782
## IREDELL -0.56994357 0.10101977 -0.47216244 -0.05170365 -0.196049865
## JOHNSTON -0.63569786 -0.08154608 -0.90244413 0.01723455 -0.244808809
## LEE 0.40175871 -0.02069080 0.10154648 0.08617275 -0.257806313
## LENOIR 1.30040067 0.28358563 0.96210986 0.12064185 -0.262007618
## LINCOLN -1.71699063 -0.38582250 -0.18530798 0.15511095 -0.225728108
## MACON -0.06582735 -0.44667779 0.24497371 0.18958005 -0.299489855
## MADISON 0.22641394 -0.56838836 0.24497371 0.22404915 -0.311608654
## MARTIN 1.30040067 -0.44667779 0.38840094 0.25851825 -0.284588492
## MCDOWELL 0.21180187 -0.32496722 0.24497371 0.29298734 -0.178475776
## MONTGOMERY 1.90680134 -0.14240137 1.53581878 0.39639464 -0.310235679
## MOORE 1.05930161 0.04016449 -0.47216244 0.43086374 -0.259087757
## NASH 1.05199558 0.77042790 0.67525540 0.46533284 0.036422383
## NORTHAMPTON 0.51865523 -0.56838836 0.24497371 0.53427104 -0.306986303
## ORANGE -0.85487883 -0.38582250 -0.75901690 0.60320924 -0.187931002
## PERSON -1.60009411 -0.32496722 1.53581878 0.77555474 -0.289970557
## PITT 0.02184504 -0.02069080 -0.75901690 0.81002384 -0.237989697
## POLK -1.43205537 -0.69009893 -0.32873521 0.84449293 -0.266822187
## RANDOLPH 0.66477587 0.70957262 0.10154648 0.87896203 -0.216214302
## RICHMOND 1.23464638 0.34444091 1.39239155 0.91343113 -0.304331883
## ROBESON 0.73053016 0.46615148 -0.32873521 0.94790023 0.240409962
## ROWAN 0.13143552 0.70957262 0.24497371 1.01683843 0.358467567
## RUTHERFORD -2.19188272 -0.62924364 -0.75901690 1.05130753 -0.161359345
## SAMPSON 1.38807306 0.10101977 -0.04188075 1.08577663 -0.279700699
## SCOTLAND 0.91318096 -0.14240137 0.67525540 1.12024573 0.769573108
## STANLY 1.15428003 0.22273034 0.67525540 1.15471483 -0.296158101
## STOKES -0.17541783 -0.32496722 0.67525540 1.18918393 -0.307773476
## SURRY -0.62839183 0.46615148 2.10952771 1.22365303 -0.160892534
## TRANSYLVANIA 0.48943110 -0.56838836 -0.32873521 1.29259123 0.870596662
## UNION -2.05306811 -0.14240137 -0.61558967 1.36152943 -0.076147896
## VANCE -0.67953406 -0.50753307 -0.47216244 1.39599852 -0.277842605
## WAKE -0.84026676 5.21286367 -0.32873521 1.43046762 0.918577586
## WASHINGTON -0.07313338 -0.69009893 -0.61558967 1.49940582 -0.291517443
## WATAUGA 1.10313780 -0.38582250 -0.04188075 1.53387492 -0.277897524
## WAYNE 0.13874155 -0.02069080 -0.61558967 1.56834402 -0.227024197
## WILKES 0.56979745 -0.32496722 -0.47216244 1.60281312 -0.287535814
## WILSON 1.13236193 0.52700676 0.53182817 1.63728222 -0.269202011
## YANCEY -1.00830550 -0.62924364 0.24497371 1.70622042 -0.240561738
## objectid id acstotpop acsipovbas acseducbas
## ALAMANCE -1.58767489 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER -1.55097332 -1.679863730 0.24405742 0.211718117 0.45702447
## ALLEGHANY -1.54159701 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON -1.53356017 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE -1.52257649 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY -1.51239649 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT -1.49873387 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BUNCOMBE -1.37255549 -1.370440686 0.55350341 0.569888246 0.91133259
## BURKE -1.31576183 -1.335665393 0.24444822 0.242772331 0.43113102
## CABARRUS -1.27504184 -1.300852369 1.98847498 2.086895550 1.90171683
## CALDWELL -1.23325028 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CATAWBA -1.13975505 -1.129112939 0.54575400 0.599701222 0.57678978
## CHATHAM -1.10492875 -1.094496593 1.55258833 1.634761649 2.10943696
## CHEROKEE -1.08992665 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN -1.08055034 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLEVELAND -1.05242140 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## CRAVEN -0.98946616 -0.871576525 0.43133100 0.323919951 0.17189396
## DAVIDSON -0.81372728 -0.749258894 0.17983541 0.248139727 0.23352823
## DAVIE -0.77809729 -0.714473258 0.63308927 0.736209011 0.85295311
## DUPLIN -0.76229151 -0.679845863 0.80119539 0.884907376 0.74895777
## DURHAM -0.71219521 -0.646814433 1.57878903 1.468819393 1.67929722
## EDGECOMBE -0.65861629 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH -0.58092684 -0.577995121 0.19282213 0.202303876 0.02124225
## FRANKLIN -0.50779160 -0.542548503 2.04795261 2.044113938 2.27651603
## GASTON -0.45340899 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GRAHAM -0.39956217 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE -0.38884639 -0.389057471 1.10154925 0.990568906 1.31590536
## HALIFAX -0.20319540 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT -0.17319120 -0.266740218 1.97093175 1.953445006 1.69828195
## HAYWOOD -0.14399069 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## IREDELL -0.03576126 -0.060187717 0.22585625 0.316367651 0.17116760
## JOHNSTON 0.03067661 0.008371874 2.37685845 2.468148322 2.33210651
## LEE 0.06684239 0.077099762 0.47328248 0.535089609 0.33317512
## LENOIR 0.08934554 0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN 0.11533132 0.146700454 0.48445491 0.574076436 0.66928918
## MACON 0.13703079 0.196655951 -0.02354282 0.007790672 0.15908142
## MADISON 0.15283657 0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN 0.16462393 0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL 0.17453603 0.300013523 -1.06860292 -0.973482525 -1.09646682
## MONTGOMERY 0.49091960 0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE 0.51208328 0.437487977 0.62742044 0.707469983 0.93235393
## NASH 0.54476642 0.455751552 -0.04965775 -0.007162906 -0.11206474
## NORTHAMPTON 0.63236797 0.540325920 -1.59582515 -1.600315460 -1.60283954
## ORANGE 0.70978952 0.593574368 1.29466131 1.003413274 0.80312107
## PERSON 0.78131739 0.781503476 0.14200151 0.211149358 0.26760210
## PITT 0.81400053 0.800119388 1.12439863 1.059485848 0.45627675
## POLK 0.84293315 0.850407796 0.70677276 0.772419211 1.43005726
## RANDOLPH 0.86918683 0.869542064 0.58238140 0.661677521 0.61626910
## RICHMOND 0.90320945 0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON 0.93776785 0.954472307 0.15561782 0.169539503 -0.21387511
## ROWAN 1.02349414 1.007705238 0.06428816 0.066200648 0.00796831
## RUTHERFORD 1.06260676 1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON 1.08859254 1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND 1.10788095 1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY 1.12743726 1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES 1.14806514 1.180305204 0.05155648 0.132961576 0.31514744
## SURRY 1.17217566 1.229578136 -0.70533078 -0.630655646 -0.76158487
## TRANSYLVANIA 1.20110828 1.298996943 -0.35874234 -0.352403870 -0.01665108
## UNION 1.23807774 1.351714989 2.15766659 2.233343170 1.82002536
## VANCE 1.27451141 1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE 1.40524400 1.421253533 2.44784241 2.463992051 2.43641174
## WASHINGTON 1.53919131 1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA 1.55151447 1.539486693 0.82632468 0.421083627 -0.08898791
## WAYNE 1.57991130 1.558096930 0.55622758 0.563922201 0.36681955
## WILKES 1.61420181 1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON 1.64313443 1.627004518 0.04579453 0.096185685 -0.06459216
## YANCEY 1.67635337 1.712438555 -0.30469348 -0.210186943 -0.04271315
## acstothh acstothu minorpop minorpct lowincome
## ALAMANCE -0.045717388 -0.69541681 0.120161568 0.27124268 -0.034519893
## ALEXANDER -0.004650632 -0.23633285 -0.955061509 -1.02232047 0.246816101
## ALLEGHANY -1.191069112 0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON -0.604288283 -0.74433419 0.960542362 1.35042427 0.236003797
## ASHE -0.301975983 0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY -1.358230537 1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT -0.170459829 0.16381607 -0.029632812 0.37585340 0.154602322
## BUNCOMBE 1.041081256 0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE 0.215584722 -0.06122462 -0.666965925 -0.87147401 0.651532813
## CABARRUS 1.664577534 0.78886383 0.863996433 0.11021583 0.368679492
## CALDWELL -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CATAWBA 0.599126287 0.04027293 -0.254691480 -0.44791069 0.257321089
## CHATHAM 2.052893509 1.28097260 0.351139560 -0.27565072 0.213928385
## CHEROKEE -0.049651671 1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN -1.225115048 -1.36097846 -0.221452013 0.06192854 -1.048398396
## CLEVELAND -0.789107423 -1.05192106 -0.463994337 -0.16214476 0.072704390
## CRAVEN 0.560750423 0.10909092 0.283301687 0.29283441 -0.157019725
## DAVIDSON 0.286787863 -0.20315376 -0.617274827 -0.56446695 0.173749241
## DAVIE 0.572172079 0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN 0.577733518 0.30424192 1.319550156 0.87367883 3.058865136
## DURHAM 1.983265372 1.07600642 2.462425895 1.30443852 0.692875562
## EDGECOMBE -0.994474282 -1.29671687 0.904280904 1.85644844 0.131149282
## FORSYTH 0.265046123 -0.31236334 0.672261133 0.65339469 0.007756527
## FRANKLIN 2.136694101 1.50453631 1.142572890 0.54832511 1.737118944
## GASTON -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GRAHAM -1.364044429 0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE 0.717857657 0.24235838 1.073698639 0.73281041 0.272361810
## HALIFAX -1.338343086 -1.45332033 0.551201604 1.68205646 -0.333797707
## HARNETT 1.410681302 0.85183798 1.243964525 0.38787373 2.332012510
## HAYWOOD -0.199856481 0.14019028 -1.361679318 -1.38570852 -1.168790021
## IREDELL 0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JOHNSTON 1.920930731 1.11157857 0.905767276 0.12301414 2.024817797
## LEE 0.130025975 -0.39015937 0.759706324 0.66685225 0.862443873
## LENOIR -0.679601955 -0.91144313 0.522778958 1.34744260 0.156420387
## LINCOLN 0.576231233 -0.08863151 -0.810768910 -0.91745542 0.092908099
## MACON 0.059933019 -0.21055549 -1.030015476 -1.03682221 0.433000878
## MADISON -0.098276955 1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL -1.025781587 -1.14367083 0.202651983 1.12970376 -0.773130348
## MONTGOMERY -0.837815076 0.14363955 -0.047350080 0.19422231 -0.231860480
## MOORE 0.941187168 0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH -0.062382993 -0.40080439 0.888378198 1.12921981 -0.404628922
## NORTHAMPTON -1.523181721 -1.29873366 0.333538609 1.50051012 -1.141504582
## ORANGE 1.083174479 0.34340850 0.410254812 -0.07709619 -0.392955265
## PERSON 0.281083893 -0.05923330 0.138553463 0.19606277 0.027414680
## PITT 1.253352401 0.70258550 1.316751300 0.74856524 1.893935774
## POLK 1.535854728 1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH 0.670940896 0.03718190 -0.453221843 -0.60241898 0.867803909
## RICHMOND -1.014437407 -1.36123277 0.002749816 0.56514931 -0.271600925
## ROBESON -0.422193828 -0.79437698 2.365243493 2.30299700 2.173821910
## ROWAN -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON -0.416532624 -0.72108224 0.784717373 1.02030101 0.979850371
## SCOTLAND -0.732620457 -1.04830336 0.955989119 1.43281943 0.620457947
## STANLY -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES 0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## TRANSYLVANIA -0.062409013 0.45258862 -1.217028466 -1.30195856 -0.450718831
## UNION 1.331549171 0.38893456 0.478454236 -0.21901075 -0.303753082
## VANCE -0.520693662 -0.74853595 1.213919632 1.91320111 0.916134717
## WAKE 2.418050106 1.45224702 1.587815158 0.30972769 -0.227758754
## WASHINGTON -1.979682802 -1.99330561 -0.069996049 1.00415660 -1.443295131
## WATAUGA 0.712998538 2.53023389 -1.175050392 -1.32329911 1.127894699
## WAYNE 0.589761747 0.02569249 1.057404073 0.93261749 1.438958685
## WILKES -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON 0.100172410 -0.43552148 1.115019933 1.41217198 0.669471759
## YANCEY -0.024653676 1.00857737 -1.322432180 -1.35650881 0.480623357
## lowincpct lesshs lesshspct under5 under5pct
## ALAMANCE 0.17789063 -0.35102045 0.07527144 0.116257896 0.448117199
## ALEXANDER -0.22295738 1.25685725 0.84509107 -0.104741920 -0.038136266
## ALLEGHANY 1.14403565 0.53354946 1.71177900 -1.269052817 -0.979503099
## ANSON 0.92267341 0.78071878 0.76480775 -0.526234620 -0.242456264
## ASHE -0.22382165 -0.19340220 0.08240277 -0.837698896 -0.724417483
## AVERY 0.73046100 -0.18260724 0.01184513 -1.265913684 -1.244566709
## BEAUFORT 0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BUNCOMBE -0.66856823 -1.05481259 -1.46712504 0.143610170 0.055155763
## BURKE 0.06043337 1.40543911 0.93183944 -0.177118163 -0.365394293
## CABARRUS -1.04866566 -0.27404023 -0.74331642 1.900474441 1.299267405
## CALDWELL 0.44375661 0.94369618 1.08651309 -0.403438149 0.026243700
## CATAWBA -0.55301076 0.37921822 -0.06903556 0.465848299 0.489787935
## CHATHAM -1.31178262 0.46333733 -0.60747462 0.634306911 -0.081663978
## CHEROKEE 0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLEVELAND 0.75571322 -0.35097347 0.26921687 -0.297451324 0.425316728
## CRAVEN -0.34428023 -0.68727157 -0.51981057 0.822164287 1.204276589
## DAVIDSON 0.12314493 0.57189105 0.52965188 0.132683288 0.136879180
## DAVIE -1.47940801 0.15041860 -0.44046982 0.003263981 -0.789306024
## DUPLIN 1.50971699 3.62031289 2.10941149 0.984780109 0.961669763
## DURHAM -0.78839373 0.14389851 -0.53874396 1.789083889 1.115073593
## EDGECOMBE 1.58175778 0.12866146 1.04599020 -0.399367376 0.742069381
## FORSYTH -0.25413396 -0.91259827 -0.76973507 0.469177767 0.881269094
## FRANKLIN -0.15958956 2.02564052 0.34802008 1.365849958 0.419133161
## GASTON 0.05429053 -0.51013437 0.23303288 -0.145240767 0.680618471
## GRAHAM 1.44097711 -0.21717844 1.10055639 -1.121698182 -0.638509476
## GRANVILLE -0.63815453 1.22429018 0.46997724 0.372252545 -0.536723848
## HALIFAX 1.69819267 0.19089726 1.68050759 -0.837409242 -0.169461133
## HARNETT 0.04891611 0.83099661 -0.24943270 2.652412510 1.611051823
## HAYWOOD -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## IREDELL -1.12980496 -0.88262031 -0.77649631 0.217445764 0.470213574
## JOHNSTON 0.11770742 1.29665349 0.24690962 2.193420604 1.255240117
## LEE 0.29836039 0.65356074 0.58886093 0.836931690 1.356506129
## LENOIR 1.49735920 0.31389399 1.31219773 -0.305326941 0.805682585
## LINCOLN -0.34259020 0.34233384 -0.10813642 0.102061755 0.319086630
## MACON 0.35010450 0.42120078 0.23616948 -0.504605226 -1.049134527
## MADISON -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL 0.53863908 -0.50849267 0.21299746 -0.663806709 0.062793941
## MONTGOMERY 0.68331823 0.62209545 1.08344804 -0.336914721 -0.179469680
## MOORE -1.11429612 -0.87869870 -1.01866005 0.485803990 0.498347718
## NASH -0.19330615 -0.18494282 0.08205787 0.070962456 0.223333288
## NORTHAMPTON 0.84269264 -0.30162508 0.80501010 -1.204054281 -0.400439297
## ORANGE -1.34431681 -1.60006642 -1.89397039 0.284924303 -0.740266279
## PERSON -0.19955874 -0.15034850 -0.16784183 0.001714016 -0.021675569
## PITT 0.74443608 -0.84071257 -1.02113372 0.962655914 0.408324930
## POLK -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH 0.08316632 1.44999920 0.80156044 0.488243755 0.583013476
## RICHMOND 1.36476780 -0.13733107 0.87239766 -0.369161777 1.170084506
## ROBESON 2.06725865 1.69202618 1.70586736 0.765475222 1.791450202
## ROWAN -0.21983786 -0.06526985 -0.14880274 0.150700022 0.323153903
## RUTHERFORD 0.31977974 0.13593339 0.39830282 -0.451400779 -0.372412663
## SAMPSON 1.14091382 1.39554287 1.33827195 0.382566549 1.106382564
## SCOTLAND 1.97572383 0.57233641 0.94709434 0.078517841 1.126506850
## STANLY -0.19222530 -0.35271845 -0.13092456 -0.142304480 0.366634347
## STOKES -0.76413705 0.61204543 0.36557340 -0.421784510 -0.655457606
## SURRY 0.23632611 0.80446795 1.26868034 -0.528379977 -0.008411926
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## UNION -1.87187192 -0.25083027 -0.92965167 1.622951772 0.590676094
## VANCE 1.80639633 0.69387965 1.36706902 0.150081886 1.896193325
## WAKE -2.08090712 -1.00907524 -1.80171308 2.169986608 0.737457622
## WASHINGTON 0.49168724 -0.97894726 0.50369972 -1.194009053 -0.324812114
## WATAUGA 0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE 0.83400627 0.50763427 0.31583805 1.041073939 1.200766903
## WILKES 0.39784540 1.09720771 1.34257468 -0.484053345 -0.402847872
## WILSON 1.21213664 1.08012965 1.58412219 0.279094132 0.353859319
## YANCEY 0.65628652 0.16322035 -0.03474699 -0.507024526 -0.512381654
## over64 over64pct pre1960 pre1960pct vuleopct
## ALAMANCE -0.57693568 -0.387079416 0.753607834 1.08600530 0.27465005
## ALEXANDER 0.44401856 0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY -0.21923340 1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON -0.64589754 -0.193745631 1.172398991 1.22529375 1.37950639
## ASHE 0.39117349 1.152808829 0.404499940 -0.34555988 -1.14502447
## AVERY -0.60231378 1.073685441 0.212553796 -0.02860155 -0.75338794
## BEAUFORT 0.66307527 0.900639849 0.470206474 0.23857495 0.58190062
## BUNCOMBE 0.74114293 -0.134335044 1.821167608 0.92443596 -0.89722986
## BURKE 0.46209394 0.235940277 1.021957641 0.42956387 -0.67553596
## CABARRUS 0.09402601 -1.175483751 0.725972035 0.67819760 -0.25535629
## CALDWELL -0.30531672 0.002335771 0.494447836 0.84729717 -0.66403793
## CATAWBA 0.21701801 -0.462759289 0.225460865 0.05162252 -0.53840772
## CHATHAM 3.22625443 0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE 1.69819934 2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN -0.50382859 0.217087413 0.294298566 0.01731916 -0.15021632
## CLEVELAND -0.68458786 -0.110456660 -0.304766048 0.18998423 0.11802233
## CRAVEN 0.35198007 -0.192899385 -0.572495057 -0.06176704 0.12093823
## DAVIDSON -0.01550347 -0.316848901 -0.004619977 0.02592679 -0.41005602
## DAVIE 1.05011626 0.181737719 0.239429881 -0.11819108 -1.22071447
## DUPLIN 0.53340253 -0.313817701 0.714633220 -0.10719335 1.19130339
## DURHAM -0.42370581 -1.329934026 0.540953276 0.20165572 0.78267677
## EDGECOMBE -0.97717251 0.068713502 0.499954322 1.35318432 1.99900541
## FORSYTH -0.57960082 -0.803741864 0.420981216 0.57130420 0.43812756
## FRANKLIN 1.29019480 -0.391199843 -0.097012981 -0.96220529 0.38524639
## GASTON -1.19173269 -0.653603615 -0.223852405 0.88155457 -0.09485129
## GRAHAM -0.31676499 0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE 0.47818243 -0.338332927 -0.059596473 0.32911082 0.37577675
## HALIFAX -1.14325676 0.414723461 0.516975853 2.00025920 1.89798036
## HARNETT -0.25249980 -1.251020465 -0.207740482 -0.55643916 0.32548460
## HAYWOOD 0.56979600 0.942622392 1.420116773 1.26071737 -1.34717316
## IREDELL -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JOHNSTON 0.34582474 -1.087655444 -0.339152192 -0.46850146 0.13668180
## LEE -0.18700016 -0.806714237 -0.391991074 -0.18562105 0.62973080
## LENOIR -0.57202304 -0.038263300 1.218731372 1.79316932 1.56525797
## LINCOLN 0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON 0.25367463 0.261857474 0.634912491 0.27748802 -0.71263423
## MADISON 1.24967407 1.994479733 0.650899442 -0.51982608 -1.03728055
## MARTIN 0.19926246 0.551970094 0.898412350 0.57070756 -1.20207572
## MCDOWELL -0.46730942 0.933803966 1.154090241 1.55193419 1.07768255
## MONTGOMERY -0.47659815 0.259318622 0.955506812 0.76045248 0.37865613
## MOORE 2.12199341 0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH -0.28532325 -0.186612820 -0.024214637 0.22563818 0.83768504
## NORTHAMPTON -0.74063806 1.486546863 0.478450862 1.56822379 1.47307210
## ORANGE -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PERSON 0.15988183 0.223724608 0.802251055 0.58149124 0.09110380
## PITT -0.64667583 -1.344737342 -1.150855916 -0.57599773 0.84095526
## POLK 3.80465584 2.525389330 3.122800509 0.39553413 -1.18455600
## RANDOLPH 0.21837810 -0.461104463 0.036869774 -0.24838321 -0.45342416
## RICHMOND -1.31439485 -0.540748154 -0.091618442 0.94258233 0.89768722
## ROBESON -0.86097648 -1.080721635 -0.535111778 0.02223687 2.51422612
## ROWAN -0.30400643 -0.427537177 1.577780530 1.46966838 -0.19938859
## RUTHERFORD -0.05945730 0.562138868 1.209594596 1.02124196 -0.54439490
## SAMPSON -0.43560768 -0.393000118 -0.170029447 0.11142122 1.18755595
## SCOTLAND -0.77379414 -0.370266611 -0.145218027 0.74179377 1.78997587
## STANLY -0.38788615 -0.130145249 1.889318458 2.31334672 -0.55668190
## STOKES 0.41316087 0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY -0.45151913 0.175847563 0.376482642 0.46659104 -0.65285579
## TRANSYLVANIA 1.97170457 2.133278268 0.627338719 0.34765533 -1.07098137
## UNION -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE -0.54557487 -0.459350915 0.246931308 1.00550675 2.11782467
## WAKE -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WASHINGTON -1.35806624 0.651836733 -0.913663166 0.04659220 0.96214246
## WATAUGA -0.05950791 -0.380793917 0.305618062 -0.98611117 -1.01271710
## WAYNE -0.17192377 -0.689346065 -0.082976806 0.09548443 1.01712623
## WILKES -0.06331158 0.335312802 -0.098738411 0.19007442 -0.72151812
## WILSON -0.27886488 -0.415969486 0.655643072 1.12199259 1.52353219
## YANCEY 1.12070643 1.259957975 1.420627998 0.17930754 -0.86746883
## vuleo dispeo dslpm cancer resp
## ALAMANCE 0.080447130 0.193585344 1.427111706 0.898839431 0.76080740
## ALEXANDER -0.633244857 -0.948309043 -0.367197250 0.141179842 -0.08669581
## ALLEGHANY -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON 0.820433059 1.282323494 -0.282855853 1.018398893 1.20624270
## ASHE -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT -0.008097535 0.253075960 -0.581241718 -0.709846077 -0.53673513
## BUNCOMBE -0.587455876 -1.138896587 0.624226258 -0.577553838 -0.66179003
## BURKE -0.287543316 -0.536480851 0.226686522 0.441363560 0.35567891
## CABARRUS 0.745983187 -0.686137388 2.858073048 1.593379224 1.61434041
## CALDWELL -0.917124884 -0.759311841 0.042430542 0.240274755 0.13257468
## CATAWBA -0.129931315 -0.587305885 0.910484497 1.138463725 0.75831649
## CHATHAM 0.302984157 -0.868915202 0.113756296 0.713524020 0.75282291
## CHEROKEE -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN -0.532619818 0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLEVELAND -0.365333826 0.031094982 0.883766405 1.215698297 0.99017886
## CRAVEN 0.144681107 -0.169260832 -0.563335489 -0.296132292 0.30171274
## DAVIDSON -0.433895764 -0.659765869 1.342495806 1.075267238 0.93937745
## DAVIE -0.760305970 -1.408021108 0.748110537 0.702268684 0.60993720
## DUPLIN 1.968650760 1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM 2.164870580 1.330026138 2.773027295 1.885425374 1.26274715
## EDGECOMBE 0.702545528 1.598681119 0.100564184 -0.071218017 -0.13271440
## FORSYTH 0.493426071 0.435477498 1.510368773 1.114364796 0.67671568
## FRANKLIN 1.438967158 0.092898431 -0.058244146 0.426158735 0.41406704
## GASTON -0.626000493 -0.256797433 2.167493284 1.923818005 1.56387262
## GRAHAM -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE 0.959687997 0.271354109 0.309798577 0.881822677 0.71763173
## HALIFAX 0.309094442 1.408321832 0.257032844 0.200856319 0.28399264
## HARNETT 1.717125772 0.485537212 0.132442212 0.822427799 1.06043561
## HAYWOOD -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## IREDELL -0.599066426 -0.893141353 1.650924675 1.027109915 1.07999187
## JOHNSTON 1.319213038 -0.310464151 0.763434086 0.421325946 0.60230185
## LEE 0.844328015 0.631604494 0.440639595 0.895744900 2.23422824
## LENOIR 0.433747966 1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN -0.622377025 -1.125821222 0.854504858 1.056736274 0.90988302
## MACON -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL -0.134013739 0.686893112 -0.563434025 -0.696894284 -0.63372792
## MONTGOMERY -0.040723883 0.462507356 -0.403899476 0.944317563 1.28931364
## MOORE -0.469652669 -1.057019138 -0.239329655 1.074387365 1.06640917
## NASH 0.529275674 0.670335076 0.717760396 0.200362909 0.18284293
## NORTHAMPTON -0.092174709 1.154494446 -0.438298190 -0.138225828 -0.14346623
## ORANGE 0.303513936 -0.663926275 1.764163393 1.192612399 1.01402577
## PERSON 0.089452599 -0.005865324 -0.076368245 0.306672776 0.18643023
## PITT 1.650272634 1.076550306 0.481525182 -0.221933497 -0.10271950
## POLK -0.671641552 -1.360697253 -0.099910059 0.006963312 -0.14796936
## RANDOLPH -0.093045586 -0.572351659 0.740760329 0.872487309 0.70155712
## RICHMOND -0.092453685 0.726333975 -0.009447269 1.050826375 1.31373187
## ROBESON 2.518721384 2.879467567 0.227073774 0.469732388 0.75966061
## ROWAN -0.166485497 -0.249416319 1.883033198 1.303015051 1.22170229
## RUTHERFORD -0.791523516 -0.517913696 0.174796782 0.792868333 0.66953062
## SAMPSON 0.891638180 1.180505215 -0.487253764 0.073985138 0.17791298
## SCOTLAND 0.993085849 1.548161653 -0.081688323 1.012707489 1.31171325
## STANLY -0.820209155 -0.665898907 0.616096666 1.761648095 1.30051548
## STOKES -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## UNION 0.250374901 -1.411042429 1.671739718 1.335046559 1.40620958
## VANCE 1.204650412 1.703199117 0.362693120 0.593430810 0.44609475
## WAKE 1.130094442 -0.592168284 2.835262498 1.287363271 1.24771389
## WASHINGTON -0.564807336 0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE 1.267881661 1.070837928 0.081980079 0.304580447 0.25703870
## WILKES -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON 1.063820179 1.231979870 0.711353659 0.276955953 0.17167410
## YANCEY -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
## pnpl prmp ptsdf ozone pm25
## ALAMANCE -0.57686169 0.7600787422 0.77831698 0.71453588 0.73622593
## ALEXANDER -0.29627482 -0.8760752175 -0.62613322 0.57487102 0.90384017
## ALLEGHANY -0.13251605 -1.0990870365 -0.74560167 0.15993844 -1.13357236
## ANSON -0.19012161 -1.0606373585 -0.46837459 0.04985865 0.02786616
## ASHE 0.17469551 -1.1860346492 -0.48435673 0.42264494 -1.45230383
## AVERY -0.60709654 -1.1775084938 -0.73946093 0.37447457 -1.49266263
## BEAUFORT 1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BUNCOMBE 1.61396042 -0.2472810412 1.34051840 0.50270937 -0.79187607
## BURKE -0.57653627 1.3836509227 0.07732765 0.34088032 0.54872663
## CABARRUS 2.27373879 0.5098766438 0.17274455 2.06021829 1.48121302
## CALDWELL -0.55459419 2.2309275883 1.32967496 0.40137851 0.36095621
## CATAWBA -0.20863630 1.8668387694 1.44852586 1.01196557 1.53146632
## CHATHAM -0.39697945 0.4651986967 -0.60270302 0.38069901 0.82084078
## CHEROKEE -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLEVELAND 0.68746495 0.4538352972 0.09111301 0.87392943 1.60404348
## CRAVEN 0.70058516 0.5776341230 -0.26326557 -1.87380370 -1.22717162
## DAVIDSON -0.45249677 0.7954716368 0.44396511 1.84095619 0.92621970
## DAVIE -0.26660716 -0.4322777326 -0.33631387 1.61337413 0.97236727
## DUPLIN -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM 0.20985805 0.8537537227 2.90049958 0.65494904 1.68797344
## EDGECOMBE -0.61708797 1.3611933615 -0.16425623 -0.45176556 0.01753294
## FORSYTH -0.45223085 0.7080517894 3.29007914 1.77402594 0.77842857
## FRANKLIN -0.42280564 -0.6768527900 -0.41895257 0.18114282 0.82304144
## GASTON 3.97196114 3.5192904026 1.67113736 1.29582615 1.97543469
## GRAHAM -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE 3.63056452 -0.2639752254 0.38751093 0.44404133 1.00047850
## HALIFAX -0.66186133 0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT -0.38335226 -0.1412771668 -0.56467623 0.16748599 1.08248324
## HAYWOOD 2.95673121 1.2178619148 -0.46307164 0.54047227 -1.19607514
## IREDELL 1.57059705 1.5845088685 0.34149208 1.55920971 1.48673219
## JOHNSTON -0.48227339 0.5273213592 -0.46638472 -0.11218785 1.01952765
## LEE -0.49436192 0.1556513895 0.63014088 0.19857789 0.79615430
## LENOIR -0.58365445 0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN -0.26022908 1.0464324370 0.22904150 1.28673075 1.76404040
## MACON -0.44362471 -0.3000954873 -0.22602015 0.24817656 -0.49184880
## MADISON -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN -0.36144890 -0.8119637487 -0.41048697 0.88516151 -1.06301655
## MCDOWELL -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MONTGOMERY -0.49068329 -0.0007700371 -0.61251920 0.24091791 -0.46721336
## MOORE 2.44009240 -0.5300262646 -0.51091746 0.12021739 0.05590875
## NASH -0.63421864 0.7945993986 0.30810164 -0.26318083 0.37210295
## NORTHAMPTON -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ORANGE -0.25643367 -0.6738240723 1.67729917 0.52719711 1.29013338
## PERSON 1.83651016 -0.0083302524 -0.40086149 0.39533710 0.64970714
## PITT -0.31731781 -0.0724068497 1.23908027 -0.63779280 -0.31802045
## POLK -0.06113608 -1.0054798827 -0.71799231 0.30557541 0.36364253
## RANDOLPH -0.61340370 0.1877666581 0.57764927 1.10220206 0.41645549
## RICHMOND 0.74144204 0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON -0.49219584 1.1225145097 -0.35105459 -0.58761114 0.41582973
## ROWAN 0.90628586 1.0161704153 0.41923161 1.88286674 1.23940433
## RUTHERFORD -0.40305503 0.6793399649 -0.04416178 0.49904003 0.86476888
## SAMPSON -0.48994269 0.2118518872 -0.45890083 -0.75828633 0.40961828
## SCOTLAND -0.39877769 0.0336010080 -0.39881048 -0.06795602 0.33271393
## STANLY -0.39312541 0.0670822711 -0.52892379 0.96231776 0.34948871
## STOKES -0.48921930 -0.8969114006 -0.33667519 0.91178746 -0.03230704
## SURRY -0.37368820 0.5864631443 -0.55118498 0.40382969 -0.32250175
## TRANSYLVANIA -0.32183194 -0.3886707238 0.31142535 -0.41722056 -1.15153171
## UNION -0.12096644 0.2263286766 0.66611301 0.87403365 1.24137536
## VANCE -0.07756038 0.2502638641 0.06680041 0.05577599 0.61712154
## WAKE 0.99295694 -0.3185729767 2.18623378 0.61482826 1.72786021
## WASHINGTON -0.57879973 0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA -0.47584878 -1.1836198683 -0.17581308 0.43692845 -1.38719532
## WAYNE -0.65382866 -0.4675997465 -0.02234455 -0.47651172 0.49630212
## WILKES -0.31684422 1.7310747063 -0.33136439 0.19366935 -0.21070069
## WILSON -0.63660855 2.9255496443 0.07110618 -0.19927714 0.42980898
## YANCEY -0.43129531 -1.1187296011 -0.28995398 0.77760736 -1.44839560
## d_dslpm_2 d_cancr_2 d_pnpl_2 d_ptsdf_2 d_ozone_2
## ALAMANCE 0.54159287 0.19251630 -0.008007687 -0.10238330 0.160894954
## ALEXANDER -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON 1.05648189 1.46264399 0.599301308 0.14771799 1.241140885
## ASHE -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT 0.24022798 0.18968866 2.373085739 0.13288793 0.199953249
## BUNCOMBE -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS -1.17759274 -0.86490424 0.408752826 -0.63398339 -0.787775659
## CALDWELL -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CATAWBA -0.67746253 -0.69466923 -0.436638558 0.46710984 -0.658430253
## CHATHAM -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN 0.20841104 0.28136512 0.015522093 -0.24486084 0.338656142
## CLEVELAND 0.09943838 0.00573901 0.217493382 -0.10019157 -0.005311666
## CRAVEN -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## DAVIDSON -0.72085222 -0.77017594 -0.251171604 0.05425464 -0.754338695
## DAVIE -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN 1.23896208 1.60547213 0.272157452 -0.13497093 1.554809272
## DURHAM 3.06946256 1.82494832 1.078053694 4.16705600 1.333531370
## EDGECOMBE 1.77581670 1.57395751 0.220347369 0.71257842 1.521766990
## FORSYTH 0.92843387 0.51747980 0.039294168 2.81933032 0.441013018
## FRANKLIN -0.06264564 0.04743296 -0.006420478 -0.31642975 0.048507593
## GASTON -0.30838172 -0.31308150 0.147934978 0.56173396 -0.312034038
## GRAHAM -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE 0.40284162 0.31152759 4.954098794 0.64551831 0.235102495
## HALIFAX 1.28993909 1.38160926 0.156357452 0.04545381 1.321245791
## HARNETT 0.43604024 0.50147631 0.141941306 -0.18734435 0.447997767
## HAYWOOD -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## IREDELL -1.37927828 -1.11526164 0.065408736 -0.34437669 -1.006162274
## JOHNSTON -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## LEE 0.80529919 0.68478907 0.117478735 1.61551355 0.597385646
## LENOIR 1.03048134 0.99624490 0.172517652 0.02474698 0.996208371
## LINCOLN -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL 0.44722931 0.55990244 0.146851578 -0.26039991 0.615490275
## MONTGOMERY 0.29313164 0.49106846 0.131473699 -0.21807359 0.418089889
## MOORE -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH 0.89405934 0.65242108 0.059739072 0.56160012 0.620649938
## NORTHAMPTON 0.90062101 1.09795529 0.101458204 -0.12752146 1.065874166
## ORANGE -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PERSON 0.13425522 -0.03468539 1.332880371 0.08026645 -0.044528371
## PITT 1.37050764 0.99768693 0.409280644 2.51548304 1.005463405
## POLK -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND 0.65063562 0.80234761 0.802873117 0.01864683 0.683003892
## ROBESON 2.89430189 3.03661251 0.784617404 0.46308202 2.765862652
## ROWAN -0.16465185 -0.30572703 0.031684567 0.29330786 -0.307832142
## RUTHERFORD -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON 0.81555549 1.13475711 0.233738490 0.12828506 1.081550618
## SCOTLAND 1.42383162 1.77259883 0.493370782 0.26983792 1.500403113
## STANLY -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## UNION -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE 1.83984494 1.82430992 0.926559608 0.91617909 1.663449592
## WAKE -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WASHINGTON 0.44710781 0.64899558 0.147536183 -0.22978926 0.741203318
## WATAUGA -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE 1.13114419 1.12897770 0.102953937 0.82348811 0.999848001
## WILKES -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON 1.57153369 1.26321898 0.146729641 0.29705925 1.177465237
## YANCEY -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
## d_pm25_2 arealand areawater npl_cnt tsdf_cnt
## ALAMANCE 0.14707431 -0.834545757 -0.20707231 -0.43775435 0.318872389
## ALEXANDER -1.06191144 -0.365374018 -0.20336850 -0.43775435 -0.628462442
## ALLEGHANY -0.34379575 0.328343365 -0.20478671 -0.43775435 -1.240170076
## ANSON 1.20419473 0.769489687 -0.19384627 -0.43775435 -0.467486749
## ASHE -0.96370154 0.196678409 -0.20402142 3.21361669 0.094464762
## AVERY -0.57618873 -0.059067083 -0.21265574 -0.43775435 -1.240170076
## BEAUFORT 0.17341199 0.491319505 0.03255237 1.85739316 -0.820713413
## BUNCOMBE -1.11314654 -0.800393197 -0.21188788 1.12711895 1.238437479
## BURKE -0.61640781 -0.504724122 -0.20429134 -0.43775435 0.531672726
## CABARRUS -0.81138560 -0.828204332 -0.21146970 0.41682185 0.633997994
## CALDWELL -0.84302939 -0.578691532 -0.21047983 -0.43775435 2.074890649
## CATAWBA -0.70799113 -0.802908679 -0.20322023 -0.43775435 2.314173228
## CHATHAM -1.03232138 0.207055054 -0.16211760 -0.43775435 -0.401256749
## CHEROKEE -0.92086591 0.353694045 -0.17850877 -0.43775435 0.158018802
## CHOWAN 0.29599979 -0.266054507 0.07314443 -0.43775435 -1.240170076
## CLEVELAND -0.02087357 -0.683477080 -0.20999889 0.60549452 0.285126881
## CRAVEN -0.20783794 -0.351610181 -0.14483740 0.81740444 -0.551998988
## DAVIDSON -0.75494771 -0.743513588 -0.20455693 -0.43775435 0.391050281
## DAVIE -1.55112952 -0.384238594 -0.20584725 -0.43775435 -0.065691419
## DUPLIN 1.61522210 0.504046521 -0.20276248 -0.43775435 -0.808376452
## DURHAM 1.44171445 -0.958696694 -0.20845764 -0.43775435 2.502041331
## EDGECOMBE 1.52665866 -0.370592730 -0.21135572 -0.43775435 -0.615447386
## FORSYTH 0.40070479 -0.971550595 -0.21213101 -0.43775435 1.599361656
## FRANKLIN 0.02668737 0.002826467 -0.20728634 -0.43775435 0.717294352
## GASTON -0.35052231 -0.946516334 -0.21033481 1.41959046 0.796498115
## GRAHAM -0.38065412 1.333910858 -0.13381958 -0.43775435 0.594952826
## GRANVILLE 0.22602618 0.018146839 -0.20185370 4.58288083 1.971295002
## HALIFAX 1.32278802 -0.143009532 -0.20493570 -0.43775435 -0.664445244
## HARNETT 0.45787071 -0.436766358 -0.20654930 -0.43775435 -0.758826364
## HAYWOOD -1.18541869 -0.319037045 -0.21207245 2.90933577 -0.628462442
## IREDELL -1.05506184 -0.743199935 -0.19971608 0.99671284 0.594952826
## JOHNSTON -0.40394277 -0.458955122 -0.20986697 -0.43775435 0.158018802
## LEE 0.60694252 -0.626206597 -0.20600192 -0.43775435 1.934096564
## LENOIR 0.98841279 -0.520417855 -0.21017472 -0.43775435 0.009275304
## LINCOLN -1.32322119 -0.690882007 -0.20149685 -0.43775435 1.108787238
## MACON -0.78006731 -0.142930960 -0.20191393 -0.43775435 0.654150339
## MADISON -0.90253032 0.136606430 -0.20375672 -0.43775435 -1.240170076
## MARTIN -1.13989292 0.778051469 -0.20568008 -0.43775435 -0.322608625
## MCDOWELL 0.57901497 0.356495354 -0.21245964 -0.43775435 -1.240170076
## MONTGOMERY 0.36614948 0.396721249 -0.18344596 -0.43775435 -0.572852657
## MOORE -1.10988917 -0.272192049 -0.20413176 3.79014896 -0.467486749
## NASH 0.62062730 -0.532118616 -0.21094905 -0.43775435 0.792581446
## NORTHAMPTON 1.05805962 0.532517714 -0.17178179 -0.43775435 -0.572852657
## ORANGE -0.77412768 -0.731696581 -0.21035767 -0.43775435 0.130055024
## PERSON -0.06779035 -0.083489394 -0.18287358 2.65186730 -0.675516875
## PITT 0.97824027 -0.632701501 -0.21118084 -0.43775435 1.359587368
## POLK -1.44081133 0.228879650 -0.20920649 -0.43775435 -1.240170076
## RANDOLPH -0.65011436 -0.480323019 -0.20751599 -0.43775435 0.808339210
## RICHMOND 0.65196018 -0.317630234 -0.20373942 1.52151791 -0.882097314
## ROBESON 2.88169559 -0.369889974 -0.21189763 -0.43775435 -0.406023302
## ROWAN -0.32710034 -0.722371776 -0.20465464 0.41682185 0.633997994
## RUTHERFORD -0.59536847 -0.362653431 -0.21107087 -0.43775435 0.171462925
## SAMPSON 1.12700698 0.308891900 -0.21058404 -0.43775435 -0.913926004
## SCOTLAND 1.50863725 -0.299998875 -0.20974922 -0.43775435 0.391050281
## STANLY -0.74468719 -0.513897107 -0.19942834 -0.43775435 -0.282714649
## STOKES -1.42824365 -0.123581246 -0.19895906 -0.43775435 -0.293009869
## SURRY -0.55584594 -0.483650396 -0.20891337 -0.43775435 -0.493679404
## TRANSYLVANIA -0.97099571 -0.080337289 -0.20817212 -0.43775435 1.696026566
## UNION -1.61810220 -0.675932054 -0.20892103 -0.43775435 1.610506276
## VANCE 1.70079872 -0.576223096 -0.18090348 -0.43775435 -0.350413517
## WAKE -0.72067738 -0.961177321 -0.21012158 0.09189507 1.147506315
## WASHINGTON 0.68279628 0.446954465 0.11721287 -0.43775435 -1.240170076
## WATAUGA -0.86298958 -0.415346315 -0.21145205 -0.43775435 -0.293009869
## WAYNE 1.03479845 -0.593629014 -0.21002582 -0.43775435 -0.457184304
## WILKES -0.69757818 -0.139983273 -0.21007464 -0.43775435 -0.132171343
## WILSON 1.19466978 -0.640138282 -0.20674536 -0.43775435 0.628318697
## YANCEY -0.78424798 0.509521564 -0.21038457 -0.43775435 1.018442726
## shape_length shape_area cluster bf_prop
## ALAMANCE -1.004614926 -0.570739709 3 -0.03513348
## ALEXANDER -0.247982846 -0.309803626 3 -1.28447255
## ALLEGHANY 0.491340833 0.084238178 1 0.23019103
## ANSON 0.533792116 0.298876995 1 0.76847090
## ASHE 0.621000504 0.009792536 3 0.43636036
## AVERY 0.371453730 -0.143457939 1 0.28534718
## BEAUFORT 0.340911248 0.284172306 3 0.41765482
## BUNCOMBE -0.881475362 -0.556184260 3 0.68528816
## BURKE -0.498977247 -0.388721264 1 -0.49968520
## CABARRUS -1.066718248 -0.571982807 3 -0.07809542
## CALDWELL -0.679360962 -0.431435266 3 0.49903614
## CATAWBA -0.882699399 -0.552577113 3 -0.28724715
## CHATHAM 0.198116582 0.025501297 3 0.10266243
## CHEROKEE 0.633198385 0.085796213 3 0.73588077
## CHOWAN 0.014587738 -0.097867343 3 0.17548566
## CLEVELAND -0.714674750 -0.492521571 3 0.24060580
## CRAVEN -0.438699215 -0.278306379 3 -0.53049333
## DAVIDSON -0.822743479 -0.520073488 1 -1.55002163
## DAVIE -0.242226375 -0.321530179 1 -0.46928750
## DUPLIN 0.545875870 0.149929092 3 -0.23107882
## DURHAM -1.235448270 -0.640356895 3 0.15065159
## EDGECOMBE -0.423063400 -0.317212035 3 0.28089889
## FORSYTH -1.272893626 -0.649383282 2 3.95960284
## FRANKLIN 0.163158097 -0.106020664 3 -0.14022282
## GASTON -1.176103576 -0.636061049 3 -0.13707296
## GRAHAM 1.270647421 0.648689061 3 0.24255402
## GRANVILLE -0.031018608 -0.091011577 3 -0.25718133
## HALIFAX -0.250853411 -0.183307771 1 -0.01079776
## HARNETT -0.388545948 -0.355942192 1 -0.13294985
## HAYWOOD -0.386225985 -0.292858921 3 0.46303232
## IREDELL -0.843780764 -0.517148468 3 -0.86802940
## JOHNSTON -0.383091111 -0.368600293 3 -0.10299680
## LEE -0.723768701 -0.458256103 1 -0.54471975
## LENOIR -0.547612924 -0.404515822 1 0.36478023
## LINCOLN -0.707358404 -0.491072384 3 -0.46594245
## MACON 0.001205813 -0.189180064 1 12.72107015
## MADISON 0.225651756 -0.045386389 1 0.45482599
## MARTIN 0.883408796 0.319251982 1 0.77616238
## MCDOWELL 0.510569931 0.082565186 1 0.16701786
## MONTGOMERY 0.480313017 0.110406818 1 0.48096711
## MOORE -0.308486478 -0.265527414 3 -0.41294121
## NASH -0.582029322 -0.405825418 1 -0.73346820
## NORTHAMPTON 0.681602573 0.215617895 1 0.19236838
## ORANGE -0.914013746 -0.515467589 3 -0.14515843
## PERSON -0.275084353 -0.135809870 1 -2.04202452
## PITT -0.784158934 -0.463933171 3 -0.21165954
## POLK 0.478992829 0.003921703 3 -0.37752189
## RANDOLPH -0.483520731 -0.377405731 1 -0.37125894
## RICHMOND -0.546654085 -0.293167956 1 0.28823467
## ROBESON -0.342952452 -0.329227571 3 1.54487420
## ROWAN -0.890402779 -0.509257528 1 5.57595022
## RUTHERFORD -0.408967601 -0.317690388 3 0.30030325
## SAMPSON 0.296646237 0.041406525 3 1.88581301
## SCOTLAND -0.440327524 -0.288602261 1 -1.67406323
## STANLY -0.542800059 -0.394524569 1 0.75223019
## STOKES 0.101912849 -0.167127224 1 -5.96963652
## SURRY -0.374739388 -0.374067373 1 0.22810933
## TRANSYLVANIA 0.054430987 -0.164750793 3 -2.42680211
## UNION -0.806133576 -0.489699968 3 -0.03529178
## VANCE -0.667579270 -0.410475601 3 0.82435438
## WAKE -1.264027586 -0.643084940 2 0.37526010
## WASHINGTON 0.391475220 0.315462626 3 0.15269123
## WATAUGA -0.104195162 -0.339018720 3 -0.33630549
## WAYNE -0.634007708 -0.443398130 3 -0.40814984
## WILKES -0.054790683 -0.185189481 3 0.57331411
## WILSON -0.779954595 -0.464878472 1 -5.87847576
## YANCEY 0.833917367 0.169358183 1 0.78952046full.join$bf_prop <- full.join$bf_acreage/full.join$acstotpop
full.join## county per_tested num_high_lead per_highlead_h fips bf_acreage
## 1 ALAMANCE 50.1 36 0.02 37001 347.220
## 2 ALEXANDER 71.6 3 0.60 37003 0.000
## 3 ALLEGHANY 38.9 1 1.30 37005 0.000
## 4 ANSON 39.3 5 2.50 37007 20.120
## 5 ASHE 62.4 0 0.00 37009 0.000
## 6 AVERY 64.7 3 1.70 37011 5.710
## 7 BEAUFORT 76.2 5 0.70 37013 191.180
## 8 BERTIE 76.0 3 1.10 37015 NA
## 9 BLADEN 67.8 6 1.30 37017 NA
## 10 BRUNSWICK 59.7 3 0.30 37019 268.390
## 11 BUNCOMBE 60.5 19 0.60 37021 756.890
## 12 BURKE 75.9 16 1.20 37023 209.040
## 13 CABARRUS 49.9 21 0.80 37025 172.830
## 14 CALDWELL 68.5 10 0.90 37027 112.610
## 15 CAMDEN 56.7 1 0.90 37029 NA
## 16 CARTERET 64.7 7 1.00 37031 18.843
## 17 CASWELL 63.5 4 1.50 37033 NA
## 18 CATAWBA 65.2 12 0.60 37035 171.218
## 19 CHATHAM 49.5 3 0.50 37037 516.627
## 20 CHEROKEE 61.0 1 0.30 37039 0.000
## 21 CHOWAN 63.9 1 0.60 37041 90.980
## 22 CLAY 55.8 0 0.00 37043 NA
## 23 CLEVELAND 74.0 14 0.90 37045 187.670
## 24 COLUMBUS 68.0 10 1.30 37047 NA
## 25 CRAVEN 76.6 16 0.80 37049 92.500
## 26 CUMBERLAND 29.8 47 1.40 37051 258.110
## 27 CURRITUCK 31.7 1 0.60 37053 5.200
## 28 DARE 46.4 1 0.30 37055 NA
## 29 DAVIDSON 75.0 32 1.20 37057 37.950
## 30 DAVIE 67.3 7 1.40 37059 17.900
## 31 DUPLIN 73.6 5 0.50 37061 140.220
## 32 DURHAM 54.7 23 0.50 37063 602.340
## 33 EDGECOMBE 69.6 8 0.90 37065 47.680
## 34 FORSYTH 63.4 62 1.10 37067 1176.624
## 35 FRANKLIN 60.5 4 0.50 37069 28.750
## 36 GASTON 40.5 15 0.70 37071 435.010
## 37 GATES 52.6 1 1.00 37073 NA
## 38 GRAHAM 54.5 0 0.00 37075 37.470
## 39 GRANVILLE 58.4 1 0.10 37077 32.980
## 40 GREENE 74.9 3 1.00 37079 NA
## 41 GUILFORD 71.1 74 0.80 37081 647.893
## 42 HALIFAX 76.6 17 2.00 37083 357.970
## 43 HARNETT 49.1 26 1.40 37085 56.210
## 44 HAYWOOD 67.4 4 0.50 37087 40.430
## 45 HENDERSON 57.7 13 1.10 37089 293.983
## 46 HERTFORD 74.1 6 1.80 37091 NA
## 47 HOKE 48.4 8 1.00 37093 NA
## 48 HYDE 65.2 1 2.20 37095 NA
## 49 IREDELL 54.4 14 0.70 37097 128.300
## 50 JACKSON 66.7 3 0.60 37099 NA
## 51 JOHNSTON 53.5 11 0.40 37101 75.030
## 52 JONES 70.6 0 0.00 37103 NA
## 53 LEE 67.7 12 1.10 37105 60.830
## 54 LENOIR 80.0 17 1.70 37107 56.240
## 55 LINCOLN 38.7 6 0.90 37109 95.876
## 56 MACON 61.3 5 1.20 37111 15.290
## 57 MADISON 65.3 3 1.20 37113 2.050
## 58 MARTIN 80.0 5 1.30 37115 31.570
## 59 MCDOWELL 65.1 7 1.20 37117 147.500
## 60 MECKLENBURG 33.3 72 0.70 37119 9324.310
## 61 MITCHELL 30.3 0 0.00 37121 NA
## 62 MONTGOMERY 88.3 10 2.10 37123 3.550
## 63 MOORE 76.7 13 0.70 37125 59.430
## 64 NASH 76.6 25 1.50 37127 382.280
## 65 NEW HANOVER 68.6 34 1.10 37129 1594.160
## 66 NORTHAMPTON 69.3 3 1.20 37131 7.100
## 67 ONSLOW 60.3 42 0.90 37133 NA
## 68 ORANGE 50.5 6 0.50 37135 137.170
## 69 PAMLICO 99.4 1 0.60 37137 NA
## 70 PASQUOTANK 78.4 10 1.30 37139 NA
## 71 PENDER 68.5 4 0.50 37141 407.250
## 72 PERQUIMANS 72.2 3 1.70 37143 NA
## 73 PERSON 40.3 7 2.10 37145 25.690
## 74 PITT 62.5 12 0.50 37147 82.480
## 75 POLK 42.6 1 0.80 37149 50.980
## 76 RANDOLPH 71.3 24 1.10 37151 106.270
## 77 RICHMOND 79.1 18 2.00 37153 10.000
## 78 ROBESON 72.2 20 0.80 37155 605.140
## 79 ROCKINGHAM 59.7 17 1.60 37157 NA
## 80 ROWAN 64.0 24 1.20 37159 734.120
## 81 RUTHERFORD 32.2 2 0.50 37161 166.200
## 82 SAMPSON 81.2 14 1.00 37163 36.910
## 83 SCOTLAND 74.7 10 1.50 37165 1183.260
## 84 STANLY 78.0 16 1.50 37167 18.930
## 85 STOKES 59.8 7 1.50 37169 6.240
## 86 SURRY 53.6 20 2.50 37171 166.710
## 87 SWAIN 67.6 3 1.50 37173 20.500
## 88 TRANSYLVANIA 68.9 3 0.80 37175 1293.630
## 89 TYRRELL 52.8 2 5.30 37177 NA
## 90 UNION 34.1 10 0.60 37179 259.295
## 91 VANCE 52.9 4 0.70 37181 38.940
## 92 WAKE 50.7 98 0.80 37183 1346.050
## 93 WARREN 68.4 4 1.70 37185 NA
## 94 WASHINGTON 61.2 1 0.60 37187 24.000
## 95 WATAUGA 77.3 6 1.00 37189 38.880
## 96 WAYNE 64.1 12 0.60 37191 94.460
## 97 WILKES 70.0 7 0.70 37193 28.350
## 98 WILSON 77.7 21 1.40 37195 48.380
## 99 YADKIN 56.2 4 0.90 37197 NA
## 100 YANCEY 48.4 2 1.20 37199 79.670
## objectid id acstotpop acsipovbas acseducbas acstothh acstothu
## 1 143210.0 370010210849 1421.0265 1381.9292 956.0265 566.8938 617.2478
## 2 143278.5 370030404211 1546.6250 1489.5000 1113.5833 571.7500 683.2917
## 3 143296.0 370059501911 997.5455 986.3636 749.3636 431.4545 741.8182
## 4 143311.0 370079203792 1331.8947 1235.2105 952.2105 500.8421 610.2105
## 5 143331.5 370099705093 1217.5455 1202.3182 919.6364 536.5909 802.2273
## 6 143350.5 370119302633 1093.8125 889.4375 820.2500 411.6875 885.3750
## 7 143376.0 370139305119 1349.8000 1334.8857 963.2000 552.1429 740.8571
## 8 143403.5 370159602653 982.2000 916.1000 726.7500 398.8000 492.0500
## 9 143429.0 370179503874 1089.6129 1073.8710 779.0000 450.5806 576.6774
## 10 143489.5 370190311557 1409.5556 1397.6333 1101.2000 602.5111 966.3111
## 11 143611.5 370210021244 1652.4286 1610.6039 1208.5195 695.4091 789.5519
## 12 143717.5 370230207959 1546.7586 1500.0000 1108.1724 597.7931 708.4828
## 13 143793.5 370250416577 2143.0638 2123.5319 1415.4787 769.1383 830.7766
## 14 143871.5 370270307780 1319.0161 1299.3710 947.6774 525.7097 612.0968
## 15 143905.5 370299501018 1741.1667 1741.1667 1209.8333 639.3333 704.6667
## 16 143944.5 370319712691 957.2222 938.3194 721.5972 412.3611 693.2083
## 17 143989.5 370339303502 1263.6667 1212.7778 926.2222 506.1111 598.7778
## 18 144046.0 370350109627 1649.7789 1620.6842 1138.6105 643.1474 723.0842
## 19 144111.0 370370204075 1994.0286 1970.6571 1458.8857 815.0571 901.5714
## 20 144139.0 370399303768 1317.5238 1299.6667 1011.0000 566.4286 862.0952
## 21 144156.5 370419301439 1014.6429 991.0714 750.3571 427.4286 521.5000
## 22 144167.0 370439501431 1544.7143 1540.7143 1185.4286 723.1429 1044.1429
## 23 144209.0 370459508295 1261.8052 1237.1688 863.0909 478.9870 565.9610
## 24 144271.0 370479307747 1197.7234 1131.8723 837.7872 474.5957 558.5106
## 25 144326.5 370499606981 1610.6562 1527.4375 1054.0000 638.6094 732.9844
## 26 144456.0 370510124581 1703.1077 1622.6923 1050.3641 638.0410 747.8923
## 27 144561.0 370531689347 1719.7333 1707.4667 1218.5333 676.5333 1037.1333
## 28 144584.5 370559716072 1116.9062 1110.5312 832.8125 482.5312 1078.5938
## 29 144654.5 370570611163 1524.6667 1501.8148 1066.8796 606.2130 688.0648
## 30 144721.0 370590803882 1679.6400 1666.8400 1196.3200 639.9600 743.2800
## 31 144750.5 370610904745 1737.1176 1717.1176 1174.5882 640.6176 761.0588
## 32 144844.0 370630079165 2002.9869 1914.5490 1369.0000 806.8235 872.0850
## 33 144944.0 370650208556 1134.7234 1117.7872 778.2979 454.7021 530.7447
## 34 145089.0 370670028099 1529.1070 1486.3169 1022.5185 603.6420 672.3539
## 35 145225.5 370690604511 2163.4000 2109.0667 1493.8000 824.9667 933.7333
## 36 145327.0 370710318228 1251.9364 1234.0000 862.4740 471.0636 530.5145
## 37 145418.5 370739701902 1156.3000 1149.0000 834.5000 447.7000 533.6000
## 38 145427.5 370759202252 1069.6250 1053.0000 755.2500 411.0000 752.1250
## 39 145447.5 370779704545 1839.8125 1752.8438 1293.0625 657.1875 752.1562
## 40 145470.0 370799501855 1616.0000 1433.4615 1149.3846 558.3846 639.6923
## 41 145622.5 370810172130 1793.0890 1734.3836 1194.0342 694.2842 776.5171
## 42 145794.0 370839306181 1014.4510 986.4902 713.5490 414.0392 508.2157
## 43 145850.0 370850708508 2137.0656 2078.4098 1372.9672 739.1148 839.8361
## 44 145904.5 370879219090 1259.0208 1242.8333 941.1458 548.6667 737.4583
## 45 145964.5 370899317175 1578.1250 1558.7500 1169.4306 670.5694 790.8194
## 46 146010.0 370919502535 1271.2105 1154.3158 880.5789 468.3684 559.5789
## 47 146032.0 370939706096 2129.5600 2062.1600 1364.0000 708.8800 828.3600
## 48 146047.5 370959434502 898.8333 793.5000 642.6667 294.8333 541.5000
## 49 146106.5 370970610202 1540.4018 1524.8839 1053.8482 582.5536 650.3036
## 50 146175.5 370999493464 1625.2308 1478.5385 1037.6538 640.0769 1041.2692
## 51 146230.5 371010408370 2275.8571 2252.4405 1505.4167 799.4524 877.2024
## 52 146276.0 371039202145 1385.0000 1379.2857 1038.7143 591.0000 708.2857
## 53 146298.0 371050304233 1625.0000 1598.8378 1087.7027 587.6757 661.1622
## 54 146340.0 371070108067 1217.5957 1190.5957 847.1277 491.9362 586.1702
## 55 146388.5 371090706750 1628.8200 1612.0200 1157.9400 640.4400 704.5400
## 56 146429.0 371119705425 1455.1290 1420.5484 1051.3226 579.3871 687.0000
## 57 146458.5 371139704221 1228.9286 1219.2857 924.0000 560.6786 912.7500
## 58 146480.5 371150104565 1337.8125 1271.0625 953.5000 528.2500 680.7500
## 59 146499.0 371179703478 1097.8095 1088.7619 788.9524 451.0000 552.7619
## 60 146787.0 371190095454 1899.6649 1872.1045 1269.1874 727.1099 785.2162
## 61 147071.5 371219502502 1074.2857 1043.8571 795.4286 454.3571 629.4286
## 62 147089.5 371239602824 1242.6364 1193.0909 863.3182 473.2273 737.9545
## 63 147129.0 371259506046 1677.7018 1657.1228 1212.9123 683.5965 818.2105
## 64 147190.0 371270107872 1446.2000 1415.4923 994.6615 564.9231 659.6308
## 65 147282.5 371290277119 1868.5917 1811.1083 1272.2250 780.3000 910.3667
## 66 147353.5 371319202461 917.5455 876.8182 683.1364 392.1818 530.4545
## 67 147412.5 371330115437 2019.9167 1806.2708 1074.7917 667.3438 817.7188
## 68 147498.0 371350112661 1905.8400 1757.1867 1185.9067 700.3867 766.6933
## 69 147542.0 371379532247 980.1538 923.6154 764.9231 411.6923 593.9231
## 70 147561.5 371399604432 1518.4231 1424.8077 1031.3077 568.4615 658.0000
## 71 147590.5 371419224926 1844.3750 1804.7500 1299.9375 680.1875 893.7812
## 72 147612.5 371439201510 1121.5833 1107.8333 842.8333 493.2500 594.6667
## 73 147631.5 371459203659 1511.7308 1489.3077 1074.0000 605.5385 708.7692
## 74 147692.5 371470010013 1847.6250 1776.1458 1113.4271 720.5104 818.3646
## 75 147746.5 371499201939 1704.8333 1679.0833 1316.9167 753.9167 972.8333
## 76 147795.5 371510309193 1662.3023 1641.6395 1146.8605 651.6395 722.6395
## 77 147859.0 371539706076 1102.1707 1064.3415 745.6098 452.3415 521.4634
## 78 147923.5 371559610364 1516.3864 1475.2386 973.3864 522.3750 603.0114
## 79 148002.0 371570408473 1322.7536 1301.7246 948.7536 539.1449 637.3478
## 80 148083.5 371590511557 1485.1596 1440.2979 1019.7447 556.3936 652.4362
## 81 148156.5 371619606697 1279.4615 1255.8846 912.0000 506.6346 659.1346
## 82 148205.0 371639705205 1412.4667 1392.7556 944.8222 523.0444 613.5556
## 83 148241.0 371650103414 1306.0000 1208.3333 876.8148 485.6667 566.4815
## 84 148277.5 371679307617 1328.5652 1286.3261 927.2826 515.5870 600.8261
## 85 148316.0 371690704139 1480.8065 1462.8710 1083.9355 622.6452 715.6774
## 86 148361.0 371719306591 1222.0169 1204.6780 858.9322 491.2712 576.7797
## 87 148396.5 371739568841 1187.8333 1171.7500 821.4167 453.5833 745.9167
## 88 148415.0 371759603526 1340.5200 1298.7600 1014.6000 564.9200 782.4000
## 89 148430.0 371779601002 823.8000 685.0000 660.8000 326.2000 445.8000
## 90 148484.0 371790205833 2200.9126 2173.0485 1398.4078 729.7573 773.2427
## 91 148552.0 371819605639 1347.9394 1324.2424 907.1212 510.7273 609.6061
## 92 148796.0 371830572273 2300.1275 2251.0352 1527.2132 858.2374 926.2110
## 93 149031.0 371859502142 1335.5333 1271.8667 961.1333 518.6667 796.5333
## 94 149046.0 371879501670 810.4000 797.0000 559.0667 338.2000 430.5333
## 95 149069.0 371899205460 1745.7097 1560.2903 999.4839 656.6129 1081.2903
## 96 149122.0 371910008519 1653.3600 1608.5867 1094.7333 642.0400 720.9867
## 97 149186.0 371939606553 1291.6981 1271.4906 925.7925 535.0000 631.6981
## 98 149240.0 371950008696 1478.8364 1450.4364 1004.5818 584.1455 654.6364
## 99 149281.5 371970503224 1345.1786 1332.5000 951.1786 551.7143 621.4643
## 100 149302.0 371999602314 1359.0000 1346.8462 1009.1538 569.3846 862.3846
## minorpop minorpct lowincome lowincpct lesshs lesshspct under5
## 1 503.21239 0.36638784 549.8673 0.4174402 138.30973 0.16106337 82.71681
## 2 203.08333 0.13480558 582.7917 0.3879962 205.16667 0.19521105 75.91667
## 3 129.54545 0.12637604 481.3636 0.4884076 175.09091 0.23365562 40.09091
## 4 737.78947 0.55959010 581.5263 0.4721476 185.36842 0.19164984 62.94737
## 5 90.27273 0.07734615 455.0455 0.3879327 144.86364 0.16137970 53.36364
## 6 137.68750 0.09512622 402.4375 0.4580288 145.31250 0.15824990 40.18750
## 7 461.40000 0.38511595 572.0000 0.4676535 119.65714 0.13187570 65.48571
## 8 645.45000 0.59923326 458.7500 0.4699756 154.75000 0.18105236 42.20000
## 9 493.93548 0.45789805 556.0645 0.5282522 154.77419 0.19129775 57.90323
## 10 257.18889 0.14800353 435.1333 0.2979744 105.81111 0.09390192 58.94444
## 11 270.78571 0.16561525 542.2013 0.3552642 109.04545 0.09264570 83.55844
## 12 283.50000 0.16181111 630.1552 0.4088125 211.34483 0.19905904 73.68966
## 13 710.84043 0.33755975 597.0532 0.3273445 141.51064 0.12475242 137.61702
## 14 163.98387 0.13623437 536.4839 0.4369692 192.14516 0.20592006 66.72581
## 15 341.16667 0.16031274 497.8333 0.2440306 173.66667 0.12930086 82.00000
## 16 130.50000 0.12501450 283.9583 0.2754435 63.93056 0.08136868 41.16667
## 17 490.72222 0.38997361 467.7222 0.3974021 190.22222 0.20542034 58.77778
## 18 398.57895 0.23764023 584.0211 0.3637524 168.67368 0.15466219 93.47368
## 19 567.68571 0.26847936 578.9429 0.3080175 172.17143 0.13077810 98.65714
## 20 115.09524 0.07971821 534.5714 0.4130994 138.66667 0.14873041 53.76190
## 21 407.85714 0.32891504 431.2143 0.3595807 120.14286 0.13844495 47.42857
## 22 97.14286 0.05476915 673.8571 0.4301222 136.85714 0.12365401 57.28571
## 23 340.15584 0.28879995 562.4156 0.4598837 138.31169 0.16966641 69.98701
## 24 487.14894 0.39639378 544.1489 0.4751125 154.51064 0.17251402 59.97872
## 25 548.75000 0.37025334 535.5312 0.3790846 124.32812 0.13466670 104.43750
## 26 953.65128 0.56149506 676.5846 0.4321061 97.44103 0.10091263 130.36923
## 27 220.26667 0.10272042 473.8667 0.2669347 132.00000 0.09136921 93.33333
## 28 138.96875 0.08847438 323.4688 0.2152911 56.03125 0.05064283 52.40625
## 29 297.37037 0.21677356 574.2407 0.4134189 176.68519 0.18121879 83.22222
## 30 257.16000 0.15259076 505.0400 0.2957047 159.16000 0.13818610 79.24000
## 31 838.00000 0.47423996 911.8824 0.5152684 303.44118 0.25129382 109.44118
## 32 1157.01307 0.55135742 634.9935 0.3464626 158.88889 0.13382685 134.18954
## 33 722.08511 0.65018190 569.2553 0.5205601 158.25532 0.20412254 66.85106
## 34 657.32099 0.43480323 554.8148 0.3857062 114.95885 0.12358054 93.57613
## 35 788.60000 0.41599298 757.2000 0.3926509 237.13333 0.17316196 121.16667
## 36 337.69364 0.29255741 468.1503 0.4083612 131.69364 0.16806135 74.67052
## 37 427.50000 0.37502417 345.2000 0.3064562 114.50000 0.13856905 47.60000
## 38 141.12500 0.13159889 507.2500 0.5102192 143.87500 0.20654299 44.62500
## 39 769.37500 0.44902076 585.7812 0.3574983 203.81250 0.17857174 90.59375
## 40 857.30769 0.50874970 696.4615 0.4430114 297.69231 0.25728639 82.15385
## 41 880.81849 0.50324802 636.1678 0.4118908 129.90411 0.12543561 106.83562
## 42 623.52941 0.61896109 514.8431 0.5291127 160.84314 0.23226848 53.37255
## 43 816.90164 0.38726791 826.8197 0.4079665 187.45902 0.14666013 160.75410
## 44 89.58333 0.06974944 417.1250 0.3501710 112.14583 0.12502418 59.64583
## 45 264.83333 0.17175784 485.0972 0.3301508 118.69444 0.10951766 76.79167
## 46 846.05263 0.67658559 552.7368 0.4943198 183.00000 0.21197049 58.42105
## 47 1270.96000 0.59910684 894.6000 0.4519992 190.76000 0.15621910 186.16000
## 48 369.16667 0.26815016 344.1667 0.3094445 118.16667 0.12494005 46.66667
## 49 365.90179 0.24765476 452.4196 0.3213845 116.20536 0.12328063 85.83036
## 50 309.76923 0.17013023 603.6923 0.4158219 120.80769 0.11329549 75.00000
## 51 722.50000 0.33985099 790.8690 0.4130195 206.82143 0.16867690 146.63095
## 52 522.00000 0.35035799 711.2857 0.5212350 191.00000 0.18566867 61.85714
## 53 681.72973 0.43721250 654.8378 0.4262892 180.08108 0.18384519 104.89189
## 54 615.59574 0.55905630 572.2128 0.5143607 165.95745 0.21593098 69.74468
## 55 243.36000 0.15357922 564.7800 0.3792087 167.14000 0.15292776 82.28000
## 56 182.16129 0.13220938 604.5806 0.4300900 170.41935 0.16820049 63.61290
## 57 131.57143 0.10542701 453.8929 0.3840277 104.92857 0.11932434 60.10714
## 58 79.06250 0.05580211 489.9375 0.3966755 139.31250 0.15180438 59.75000
## 59 526.23810 0.52007524 463.4286 0.4439387 131.76190 0.16717262 58.71429
## 60 1001.04685 0.50884357 553.1171 0.3028222 125.91171 0.10285855 128.72072
## 61 81.64286 0.07417470 367.3571 0.3517350 122.92857 0.17358753 47.78571
## 62 456.45455 0.35259915 526.7727 0.4545660 178.77273 0.20578410 68.77273
## 63 382.59649 0.24504187 482.3333 0.3225237 116.36842 0.11253872 94.08772
## 64 717.64615 0.51998861 506.5538 0.3901742 145.21538 0.16136440 81.32308
## 65 428.13333 0.23430134 627.8333 0.3617816 89.73333 0.07403077 94.28333
## 66 562.77273 0.58645946 420.3182 0.4662727 140.36364 0.19343314 42.09091
## 67 678.06250 0.33634818 716.0208 0.3990539 94.21875 0.09443355 182.72917
## 68 584.18667 0.30402591 507.9200 0.3056277 86.37333 0.07371168 87.90667
## 69 252.61538 0.25052233 365.2308 0.3808610 91.69231 0.11334706 35.61538
## 70 685.80769 0.46773913 537.5769 0.4061748 139.42308 0.14148143 95.61538
## 71 465.06250 0.24093321 569.4688 0.3090140 162.15625 0.12100185 104.65625
## 72 312.91667 0.24381010 423.6667 0.3265051 113.41667 0.11926838 51.00000
## 73 508.34615 0.35292864 557.1154 0.3897150 146.65385 0.15027934 79.19231
## 74 837.21875 0.45184130 775.5521 0.4590553 117.94792 0.11242899 108.76042
## 75 242.91667 0.13838409 547.0000 0.3180246 119.41667 0.08926729 56.50000
## 76 343.16279 0.20997913 655.4651 0.4104823 213.19767 0.19328012 94.16279
## 77 470.43902 0.41900496 522.1220 0.5046213 147.19512 0.19642232 67.78049
## 78 1129.88636 0.73012599 808.3068 0.5562222 223.26136 0.23339339 102.69318
## 79 363.60870 0.26714038 528.5652 0.4101226 165.13043 0.17479987 68.18841
## 80 410.07447 0.28923702 552.0213 0.3882254 150.19149 0.15112388 83.77660
## 81 211.90385 0.17218671 530.8269 0.4278625 158.55769 0.17539240 65.25000
## 82 688.71111 0.50048924 668.5778 0.4881783 210.93333 0.21708758 90.91111
## 83 736.51852 0.57434103 626.5185 0.5494986 176.70370 0.19973572 81.55556
## 84 254.45652 0.20703864 472.6522 0.3902536 138.23913 0.15191692 74.76087
## 85 129.74194 0.09390145 493.3226 0.3482443 178.35484 0.17394059 66.16129
## 86 192.89831 0.15398007 512.8475 0.4217325 186.35593 0.21400064 62.88136
## 87 448.83333 0.29115646 559.7500 0.4205642 178.41667 0.20406917 74.83333
## 88 129.96000 0.08474291 501.1600 0.3971499 116.00000 0.11777856 56.40000
## 89 384.40000 0.38438057 352.2000 0.4084500 161.80000 0.20181076 23.40000
## 90 603.22330 0.27861942 518.3592 0.2668766 142.47573 0.11648696 129.07767
## 91 808.51515 0.66034214 661.1212 0.5370607 181.75758 0.21836497 83.75758
## 92 912.88132 0.37327769 527.2527 0.2515221 110.94725 0.07780403 145.90989
## 93 823.80000 0.57548578 581.4667 0.4378546 187.53333 0.18868625 57.13333
## 94 450.13333 0.49759896 385.0000 0.4404899 112.20000 0.18006760 42.40000
## 95 141.67742 0.08092238 685.9032 0.4140439 104.61290 0.09945259 57.67742
## 96 764.82667 0.48479155 722.3067 0.4656346 174.01333 0.17173443 111.17333
## 97 160.75472 0.12670923 549.6226 0.4335968 198.52830 0.21727845 64.24528
## 98 780.90909 0.57064458 632.2545 0.4934099 197.81818 0.22799302 87.72727
## 99 209.21429 0.15066664 556.3214 0.4282694 180.42857 0.18439632 70.71429
## 100 100.53846 0.07497696 610.1538 0.4525804 159.69231 0.15618317 63.53846
## under5pct over64 over64pct pre1960 pre1960pct vuleopct vuleo
## 1 0.05534797 232.8053 0.1771052 149.39823 0.26917124 0.3919140 535.9212
## 2 0.05013226 295.3750 0.1978350 98.83333 0.15204557 0.2614009 405.8671
## 3 0.04003484 254.7273 0.2567598 111.36364 0.14555685 0.3073918 308.8310
## 4 0.04794065 228.5789 0.1856193 162.52632 0.27776011 0.5158688 670.7667
## 5 0.04277098 292.1364 0.2449194 138.45455 0.18089747 0.2326394 276.5605
## 6 0.03719168 231.2500 0.2414349 132.43750 0.20044189 0.2765775 300.3192
## 7 0.04784239 308.8000 0.2338142 140.51429 0.21691664 0.4263847 519.7859
## 8 0.04088192 206.2500 0.2105177 114.80000 0.23759821 0.5346044 572.3331
## 9 0.05804781 217.8065 0.2077864 86.12903 0.16127426 0.4930751 530.2882
## 10 0.03692417 413.1333 0.3172753 32.61111 0.04079631 0.2229890 348.2231
## 11 0.05113294 313.5844 0.1882356 182.86364 0.25920849 0.2604397 414.2111
## 12 0.04662198 296.4828 0.2045420 157.81034 0.22869348 0.2853118 468.8633
## 13 0.06447769 273.9255 0.1423851 148.53191 0.24402483 0.3324521 657.2000
## 14 0.05082282 249.4516 0.1942544 141.27419 0.25445192 0.2866018 354.1364
## 15 0.03515260 297.0000 0.1499563 118.00000 0.15064087 0.2021717 419.5000
## 16 0.03641695 225.5139 0.2491433 88.25000 0.14579878 0.2002290 209.5189
## 17 0.04116708 255.0000 0.2043939 143.33333 0.22032932 0.3936879 495.2352
## 18 0.05579495 281.4632 0.1737724 132.84211 0.20538870 0.3006963 497.5845
## 19 0.04966536 465.8857 0.2216028 110.14286 0.14734296 0.2882484 576.4735
## 20 0.03644420 372.2381 0.2927199 98.76190 0.12519774 0.2464088 329.2558
## 21 0.03680705 237.2857 0.2037117 135.00000 0.20327347 0.3442479 424.2037
## 22 0.04092866 453.1429 0.2840903 128.42857 0.12577411 0.2424457 386.4494
## 23 0.05510341 226.2078 0.1892872 116.22078 0.21392041 0.3743418 454.6878
## 24 0.04705761 229.6170 0.2052754 116.02128 0.21920903 0.4357531 530.8153
## 25 0.06345879 289.7344 0.1856566 107.82812 0.19839682 0.3746689 547.6264
## 26 0.07146213 191.2821 0.1234708 75.18462 0.12772951 0.4968006 828.0457
## 27 0.04177162 266.4000 0.1572178 72.06667 0.07546156 0.1848275 349.8125
## 28 0.03357815 224.4062 0.1591291 87.46875 0.06585532 0.1518827 232.1986
## 29 0.05200953 267.2130 0.1801980 125.62963 0.20380424 0.3150962 442.1939
## 30 0.04207496 332.5200 0.2021550 133.28000 0.19491758 0.2241477 382.7131
## 31 0.06085651 300.8529 0.1803315 148.17647 0.19559573 0.4947542 880.0032
## 32 0.06250197 242.1961 0.1355834 142.73203 0.21464011 0.4489100 915.7598
## 33 0.05850100 208.2766 0.1971776 141.44681 0.28564615 0.5853710 649.2844
## 34 0.05999410 232.6420 0.1587560 138.97119 0.23743353 0.4102547 611.1772
## 35 0.05503708 347.2333 0.1769237 122.73333 0.14287362 0.4043219 783.4805
## 36 0.05784186 195.1272 0.1653679 118.75723 0.25656432 0.3504593 407.1872
## 37 0.03636652 221.3000 0.2040917 121.70000 0.24954233 0.3407402 387.6701
## 38 0.04369245 248.7500 0.2319127 98.62500 0.15145431 0.3209090 328.2875
## 39 0.04478424 297.4688 0.1792519 123.90625 0.22249930 0.4032595 696.1428
## 40 0.04960535 245.7692 0.1483293 117.38462 0.17642192 0.4758806 804.7418
## 41 0.06099475 259.3836 0.1476139 144.51712 0.25187886 0.4575694 772.4190
## 42 0.04872362 198.0980 0.2124153 141.98039 0.32554635 0.5740369 577.5869
## 43 0.06782200 252.6885 0.1390586 119.26230 0.16789414 0.3976172 834.1685
## 44 0.04432084 303.0833 0.2356631 170.29167 0.27994441 0.2099602 256.1733
## 45 0.04756194 395.8889 0.2535953 111.01389 0.14655408 0.2509543 379.2198
## 46 0.04714758 238.5263 0.1945493 124.47368 0.24906385 0.5854527 730.2465
## 47 0.07442228 192.7600 0.1116875 64.80000 0.10680578 0.5255530 1096.9498
## 48 0.03172541 147.8333 0.1205571 72.33333 0.08205631 0.2887973 385.0393
## 49 0.05558499 234.3661 0.1568829 96.66964 0.17699338 0.2845196 412.0953
## 50 0.04741464 306.7692 0.2006694 121.57692 0.12965477 0.2929761 494.0606
## 51 0.06400544 289.3571 0.1462530 115.14286 0.17331659 0.3764352 761.6580
## 52 0.04480687 293.2857 0.2049262 154.00000 0.22027435 0.4357965 618.1292
## 53 0.06509165 256.7027 0.1586252 113.48649 0.19075968 0.4317508 675.1211
## 54 0.05918334 233.1064 0.1924665 163.97872 0.31277669 0.5367085 600.3022
## 55 0.05396395 275.2200 0.1702729 100.84000 0.17838677 0.2663940 407.8475
## 56 0.03928795 283.7097 0.2056833 145.67742 0.21931611 0.2811497 401.6876
## 57 0.04991263 344.7500 0.2819852 146.17857 0.17015179 0.2447273 294.2633
## 58 0.04371874 280.3750 0.2184594 153.93750 0.23739674 0.2262388 294.0973
## 59 0.05121487 239.5238 0.2352747 161.95238 0.29790155 0.4820070 496.8406
## 60 0.06522193 202.1928 0.1133439 85.37117 0.13903627 0.4058329 780.2090
## 61 0.03800812 257.7857 0.2524531 167.78571 0.28102585 0.2129549 229.5586
## 62 0.04861627 238.9545 0.2055715 155.72727 0.24909687 0.4035826 513.8405
## 63 0.05588676 398.2105 0.2316239 110.12281 0.16990685 0.2837828 435.6780
## 64 0.05293687 250.6769 0.1859334 125.01538 0.21611892 0.4550814 617.7099
## 65 0.04764066 311.8917 0.1643263 132.41667 0.19807151 0.2980415 543.1824
## 66 0.04624607 222.7727 0.2596166 140.77273 0.29890600 0.5263661 504.4648
## 67 0.08478579 174.9688 0.1040546 67.39583 0.11383226 0.3677010 726.9245
## 68 0.04260098 244.8533 0.1307914 98.25333 0.14245257 0.3048268 576.5700
## 69 0.03404130 275.6154 0.2586799 96.30769 0.16168913 0.3156917 322.7673
## 70 0.07014012 244.8846 0.1725477 160.92308 0.31534397 0.4369570 624.2673
## 71 0.04728447 323.0938 0.1809942 87.90625 0.11462612 0.2749736 523.4460
## 72 0.04028613 298.5833 0.1937675 96.50000 0.14325266 0.2851576 371.1532
## 73 0.05030882 277.9615 0.2040040 150.92308 0.23806169 0.3713218 537.5622
## 74 0.05492115 228.5312 0.1349315 89.69792 0.16668811 0.4554483 821.9861
## 75 0.03136032 501.3333 0.3053656 223.66667 0.22659512 0.2282044 398.8702
## 76 0.05679491 281.5465 0.1738452 126.93023 0.18688962 0.3102307 504.3061
## 77 0.06309203 187.6098 0.1703379 122.90244 0.26032744 0.4618131 504.4140
## 78 0.06975701 215.3977 0.1465583 109.00000 0.20357671 0.6431741 980.2410
## 79 0.04927362 256.6377 0.2021050 196.75362 0.31364523 0.3386315 450.2984
## 80 0.05400757 249.5319 0.1753235 175.23404 0.29282884 0.3387312 490.9233
## 81 0.04654670 264.5192 0.2189072 163.69231 0.26517778 0.3000246 377.0244
## 82 0.06240875 241.4667 0.1768444 120.44444 0.20907603 0.4943338 683.7422
## 83 0.06262461 220.7407 0.1778456 121.22222 0.24794633 0.5619198 702.2288
## 84 0.05447396 244.3913 0.1884201 185.00000 0.34485209 0.2986461 371.7971
## 85 0.04351066 293.4839 0.2079573 115.22581 0.16485219 0.2210729 314.8444
## 86 0.05045109 240.4915 0.2018956 137.57627 0.23097666 0.2878563 357.2810
## 87 0.04973617 227.5833 0.1929271 107.25000 0.14826737 0.3558603 508.1537
## 88 0.04337018 389.0000 0.2880976 145.44000 0.22364280 0.2409464 323.8429
## 89 0.02435449 175.2000 0.1794784 127.80000 0.23118452 0.3964153 384.6713
## 90 0.05687711 264.7476 0.1287587 67.33981 0.10678785 0.2727480 566.8866
## 91 0.07088052 234.7273 0.1739225 133.51515 0.26420751 0.5987014 740.7816
## 92 0.05845153 250.2242 0.1242591 65.79341 0.10077470 0.3123999 727.1955
## 93 0.04445049 315.7333 0.2488037 144.33333 0.20662887 0.5066702 716.6377
## 94 0.04705728 184.9333 0.2228574 97.13333 0.20507851 0.4690444 418.3383
## 95 0.03805517 264.5161 0.1773820 135.35484 0.14139952 0.2474831 482.2409
## 96 0.06342114 257.6267 0.1637939 123.17333 0.20809333 0.4752131 752.3040
## 97 0.04622024 264.2830 0.2089182 122.67925 0.21392598 0.2801530 359.9629
## 98 0.05433693 251.0727 0.1758329 146.32727 0.27139031 0.5320272 715.1185
## 99 0.05350090 257.4286 0.1938092 145.67857 0.24983535 0.2894680 385.4222
## 100 0.04504534 336.8462 0.2496380 170.30769 0.21326206 0.2637787 358.0441
## dispeo dslpm cancer resp pnpl prmp ptsdf
## 1 32.591983 0.31652977 34.59308 0.4576592 0.018487268 0.46651075 1.08713271
## 2 -141.949213 0.17280304 30.84475 0.3938572 0.037912568 0.09692420 0.12815287
## 3 -44.500683 0.09937925 21.84325 0.2680125 0.049249745 0.04654865 0.04657801
## 4 199.008126 0.17955891 35.18457 0.4911926 0.045261657 0.05523394 0.23587285
## 5 -154.695441 0.09294807 20.98061 0.2573567 0.070518297 0.02690828 0.22496000
## 6 -87.110398 0.09034049 20.49582 0.2441193 0.016394080 0.02883423 0.05077100
## 7 41.685262 0.15565777 26.63451 0.3599771 0.156930039 0.21707499 0.27701601
## 8 224.436740 0.13397961 26.28007 0.3434102 0.016108952 0.17717621 0.05320158
## 9 144.346120 0.14271858 29.93067 0.4174150 0.025594423 0.18182049 0.16304169
## 10 -151.043062 NA NA NA 0.069348304 0.14680634 0.36927853
## 11 -171.080960 0.25221749 27.28900 0.3505627 0.170159994 0.23896088 1.47101235
## 12 -79.000322 0.22037398 32.32983 0.4271602 0.018509797 0.60736785 0.60848659
## 13 -101.875670 0.43115183 38.02914 0.5219152 0.215837087 0.40999325 0.67363869
## 14 -113.060554 0.20561481 31.33500 0.4103644 0.020028869 0.79875696 1.46360828
## 15 -197.223193 0.15473071 23.80679 0.3058080 0.016490846 0.14004003 0.09201705
## 16 -129.530331 NA NA NA 0.042450175 0.04642283 0.29240034
## 17 47.643057 0.17573368 30.89038 0.4054905 0.038654448 0.09087409 0.11376247
## 18 -86.769046 0.27514719 35.77856 0.4574717 0.043979867 0.71651389 1.54476147
## 19 -129.813681 0.21132811 33.67628 0.4570581 0.030940689 0.39990107 0.14415137
## 20 -137.412566 0.11272115 25.91320 0.3310356 0.011506724 0.11398211 0.15278969
## 21 64.816078 0.14649305 24.60909 0.3230565 0.012155968 0.04779760 0.06446356
## 22 -160.690102 0.09703504 24.81827 0.3090753 0.012503830 0.05276495 0.07688091
## 23 7.754956 0.27300703 36.16066 0.4749268 0.106017820 0.39733422 0.61789945
## 24 106.580370 0.14971195 30.14047 0.4188799 0.038614054 0.06998162 0.31620173
## 25 -22.869893 0.15709208 28.68126 0.4230975 0.106926145 0.42529881 0.37592439
## 26 224.803074 NA NA NA 0.172371297 0.38488849 0.95848908
## 27 -259.318962 NA NA NA 0.016751439 0.09288359 0.04610997
## 28 -163.410813 NA NA NA 0.007005027 0.16419952 0.21525972
## 29 -97.844722 0.30975191 35.46591 0.4711024 0.027097171 0.47450556 0.85883220
## 30 -212.217265 0.26214080 33.62059 0.4463013 0.039966488 0.19717246 0.32604591
## 31 264.714198 0.15359399 29.10694 0.3960308 0.018890780 0.19092452 0.11223393
## 32 206.299586 0.42433954 39.47396 0.4954464 0.072952634 0.48767075 2.53619109
## 33 247.364121 0.21027140 29.79396 0.3903928 0.015702364 0.60229497 0.44352947
## 34 69.565758 0.32319878 35.65933 0.4513286 0.027115581 0.45475852 2.80220190
## 35 17.201756 0.19755063 32.25461 0.4315558 0.029152717 0.14192604 0.26961895
## 36 -36.250065 0.37583540 39.66390 0.5181158 0.333406657 1.08978188 1.69676397
## 37 -21.892642 0.15082953 26.09084 0.3409217 0.022082794 0.05798133 0.07133688
## 38 -50.574856 0.08549048 22.75260 0.2944589 0.015646146 0.05651647 0.07363816
## 39 44.479119 0.22703138 34.50889 0.4544088 0.309771440 0.23518987 0.82028443
## 40 232.352740 0.15781048 28.32582 0.3730194 0.018346811 0.06687062 0.09456515
## 41 137.304832 NA NA NA 0.014239096 0.68341145 3.47950235
## 42 218.267264 0.22280477 31.13998 0.4217635 0.012602661 0.48075172 0.39617224
## 43 77.217501 0.21282488 34.21505 0.4802159 0.031884113 0.26290582 0.17011664
## 44 -189.773316 0.13080635 22.33353 0.2847963 0.263121311 0.56991820 0.23949379
## 45 -179.753889 NA NA NA 0.159313674 0.19636730 0.85179504
## 46 279.982308 0.15574047 27.98550 0.3665439 0.014607220 0.08537003 0.24381093
## 47 342.657287 NA NA NA 0.075163949 0.69033708 0.12642215
## 48 66.671538 NA NA NA 0.008852141 0.01458916 0.01079700
## 49 -133.516704 0.33445751 35.22766 0.4816882 0.167157907 0.65273912 0.78886206
## 50 -81.597925 0.10358560 22.44427 0.2850856 0.061130664 0.13627221 0.16023591
## 51 -44.453147 0.26336824 32.23070 0.4457265 0.025035707 0.41393380 0.23723157
## 52 127.560687 0.12913767 28.38102 0.4164428 0.030255525 0.07672506 0.06736424
## 53 99.544223 0.23751193 34.57777 0.5685818 0.024198807 0.32997824 0.98595583
## 54 169.028421 0.19174867 28.79850 0.3973143 0.018016999 0.40917782 0.24472760
## 55 -169.082360 0.27066314 35.37423 0.4688820 0.040408049 0.53119444 0.71207911
## 56 -113.720770 0.18049430 27.73757 0.3567475 0.027711393 0.22703076 0.40135613
## 57 -141.024552 0.10728014 24.04552 0.3083235 0.023084511 0.26052792 0.04351834
## 58 -179.757404 0.12293083 23.88297 0.3029172 0.033400503 0.11140618 0.27539939
## 59 107.995216 0.15708419 26.69859 0.3526753 0.031709454 0.17037817 0.03827832
## 60 107.345544 NA NA NA 0.067862546 0.66508485 2.90562508
## 61 -150.954604 0.11498830 22.19441 0.2720081 0.020664862 0.04479133 0.20259426
## 62 73.697335 0.16986314 34.81807 0.4974464 0.024453482 0.29464461 0.13744873
## 63 -158.565803 0.18304542 35.46156 0.4806656 0.227353908 0.17509230 0.20682394
## 64 105.464282 0.25970971 31.13754 0.4141487 0.014516391 0.47430853 0.76606257
## 65 -118.674851 NA NA NA 0.128909967 0.46380382 2.50534509
## 66 179.469161 0.16710775 29.46246 0.3895834 0.012196882 0.22838202 0.14664309
## 67 11.467733 NA NA NA 0.286745662 0.19709319 0.63343122
## 68 -98.480650 0.34352809 36.04644 0.4767221 0.040670809 0.14261019 1.70097135
## 69 -24.404257 NA NA NA 0.039207659 0.15626147 0.12481899
## 70 86.440134 0.20981541 24.66018 0.3213893 0.017189212 0.65990225 0.72070612
## 71 -129.833675 NA NA NA 0.036057435 0.09209085 0.12745439
## 72 -26.112882 0.14477123 23.80005 0.3060401 0.012246907 0.22487321 0.07536073
## 73 2.105488 0.19609886 31.66348 0.4144187 0.185567328 0.29293685 0.28197182
## 74 167.555219 0.24078693 29.04834 0.3926509 0.036455741 0.27846276 1.40174886
## 75 -204.983705 0.19421313 30.18075 0.3892443 0.054191449 0.06769332 0.06543010
## 76 -84.483258 0.26155204 34.46271 0.4531987 0.015957430 0.33723267 0.95011376
## 77 114.023843 0.20145933 35.34499 0.4992846 0.109754706 0.41265198 0.31866491
## 78 443.135290 0.22040500 32.47018 0.4575729 0.024348766 0.54838042 0.31598072
## 79 -18.222421 0.21340966 31.89096 0.4139661 0.021662653 0.54577698 0.72282342
## 80 -35.121845 0.35304974 36.59263 0.4923564 0.121167003 0.52435863 0.84194379
## 81 -76.162290 0.21621754 34.06881 0.4507877 0.030520071 0.44827288 0.52553177
## 82 183.444967 0.16318634 30.51232 0.4137775 0.024504754 0.34267322 0.24234168
## 83 239.642104 0.19567271 35.15641 0.4991327 0.030816195 0.30240859 0.28337228
## 84 -98.782171 0.25156630 38.86160 0.4982897 0.031207508 0.30997159 0.19452894
## 85 -209.658893 0.17646868 29.92433 0.3784246 0.024554835 0.09221757 0.32579919
## 86 -75.558754 0.18749997 28.03075 0.3634573 0.032553165 0.42729318 0.17932866
## 87 87.421784 NA NA NA 0.028924486 0.04305214 0.20126995
## 88 -150.970825 0.10196269 24.20718 0.2988564 0.036143224 0.20702273 0.76833204
## 89 92.880395 0.12935258 23.23082 0.2950123 0.009602298 0.13897133 0.03473965
## 90 -212.679081 0.33612482 36.75110 0.5062466 0.050049336 0.34594334 1.01051814
## 91 263.339938 0.23126831 33.08215 0.4339669 0.053054379 0.35135000 0.60129843
## 92 -87.512275 0.42932467 36.51520 0.4943147 0.127167325 0.22285693 2.04847960
## 93 243.590316 0.16923835 30.93600 0.4110591 0.023064707 0.04557286 0.04271949
## 94 131.293687 0.13331156 24.87767 0.3325719 0.018353096 0.30255465 0.05122357
## 95 -136.091413 0.12426784 21.94132 0.2672414 0.025480489 0.02745375 0.43563828
## 96 166.682069 0.20878279 31.65313 0.4197343 0.013158771 0.18919366 0.54042891
## 97 -97.558045 0.15159615 27.88877 0.3647305 0.036488529 0.68584650 0.32942549
## 98 191.312987 0.25919652 31.51647 0.4133079 0.014350935 0.95566333 0.60423848
## 99 -91.041604 0.20863734 30.39726 0.4044873 0.127921350 0.17458549 0.19750888
## 100 -123.315183 0.09633023 21.61371 0.2668410 0.028564969 0.04211164 0.35770114
## ozone pm25 d_dslpm_2 d_cancr_2 d_pnpl_2 d_ptsdf_2 d_ozone_2
## 1 43.45316 8.297337 20.551376 1203.8700 0.5917337 26.870053 1412.7912
## 2 43.16748 8.401689 -24.041662 -4428.8246 -4.8455965 -20.473410 -6126.9818
## 3 42.31874 7.133256 -4.067480 -987.8557 -2.1888089 -2.472353 -1882.2382
## 4 42.09358 7.856333 36.596005 7057.9545 8.6984956 62.906865 8363.9082
## 5 42.85610 6.934824 -13.882709 -3251.3249 -12.4242546 -33.067156 -6622.9999
## 6 42.75757 6.909698 -7.962184 -1806.5473 -1.4888087 -5.161336 -3720.8510
## 7 39.17018 7.163471 11.160443 1190.8372 32.3761427 60.770019 1664.1217
## 8 39.68727 7.278513 30.140105 5922.3808 3.9088078 10.760871 8919.1509
## 9 39.02552 7.724246 20.639936 4327.5557 4.1458859 20.649824 5627.3801
## 10 37.20899 7.038491 NA NA -10.6908290 -71.182700 -5627.6207
## 11 43.01987 7.345986 -34.807720 -4595.5819 -31.6276999 -155.673361 -7355.8743
## 12 42.68886 8.180606 -14.220791 -2495.3479 -1.5658187 -26.736616 -3384.0428
## 13 46.20573 8.761144 -33.020743 -3669.8362 6.1549285 -49.727602 -4691.6710
## 14 42.81260 8.063705 -19.448456 -3585.2037 -2.5014372 -34.284646 -4853.3678
## 15 40.84772 6.815600 -31.166904 -4722.7950 -4.2889766 -21.003086 -8023.2817
## 16 NA NA NA NA -5.9471799 -37.628896 NA
## 17 42.59759 8.082435 7.942334 1467.0650 1.6848854 4.358018 2023.8269
## 18 44.06155 8.792430 -17.436018 -2885.2142 -5.1299145 108.927675 -3859.3651
## 19 42.77030 8.350016 -32.181789 -4622.3431 -9.2225248 -48.818261 -5567.3707
## 20 39.93143 7.372454 -16.497980 -3658.6480 -1.5119331 -23.460125 -5475.3532
## 21 39.48394 7.050079 10.168985 1613.3788 0.9058248 6.340625 2556.6407
## 22 38.52373 7.243753 -15.284781 -3979.9191 -2.0101190 -11.908486 -6187.3632
## 23 43.77920 8.837614 6.773251 343.0038 3.6018711 27.185857 343.2925
## 24 37.60878 7.551723 16.496518 3253.2133 5.6111725 56.877641 4003.8245
## 25 38.15876 7.074984 -1.149317 -815.0022 -8.6836342 14.583209 -837.4091
## 26 42.57637 8.496981 NA NA 51.3032435 219.351608 9598.2731
## 27 NA NA NA NA -5.9192294 -13.446060 NA
## 28 NA NA NA NA -1.5999880 -49.567393 NA
## 29 45.75724 8.415621 -18.788098 -3233.2286 -2.6541790 49.439837 -4476.5123
## 30 45.29172 8.444352 -54.564412 -7137.7812 -8.3060765 -71.887248 -9617.6567
## 31 38.91913 7.685799 42.282331 7716.2569 4.3315632 22.174539 10382.2872
## 32 43.33128 8.889867 99.323169 8727.8340 15.0891989 642.048733 8958.4183
## 33 41.06751 7.849900 59.011437 7571.0044 3.6399680 144.296965 10169.6682
## 34 45.62033 8.323611 32.605858 2701.6437 1.2231501 447.856464 3215.2821
## 35 42.36211 8.351386 1.722497 535.1733 0.6129208 -3.971657 689.6062
## 36 44.64218 9.068831 -5.934967 -1126.4565 2.6733595 122.561959 -1630.3906
## 37 39.87465 7.206519 -3.327160 -566.2376 -0.5275630 -2.414226 -872.4392
## 38 41.10496 7.178174 -5.027040 -1171.6520 -0.8971101 -3.744216 -2075.0431
## 39 42.89987 8.461853 16.227701 1752.3992 66.8292110 134.634349 1890.2985
## 40 40.92197 7.861686 36.680871 6588.0666 4.1996196 23.713563 9504.4834
## 41 45.49677 8.297834 NA NA 1.8795799 846.567614 6257.0133
## 42 40.64639 7.813898 43.870843 6684.4612 2.7857882 48.171735 8879.3636
## 43 42.33418 8.512906 17.262215 2627.8827 2.5933520 14.628112 3260.2272
## 44 43.09712 7.094344 -23.576567 -4205.6319 -44.9660626 -43.633784 -8171.0675
## 45 42.23842 7.545074 NA NA -22.5928132 -131.960213 -7587.5981
## 46 39.84965 7.400615 42.835331 7816.2670 4.1457976 81.766808 11155.0741
## 47 42.44037 8.237348 NA NA 22.2835949 35.941428 14529.8940
## 48 NA NA NA NA 0.9905509 1.162028 NA
## 49 45.18093 8.764580 -39.305533 -4823.7465 1.5717447 -7.998501 -6096.9352
## 50 40.21792 7.084506 -10.091257 -1871.3535 -5.5929307 -21.810297 -3208.9149
## 51 41.76211 8.473712 -9.279486 -1500.3830 -2.2163470 10.276220 -1893.8139
## 52 38.41021 7.287337 16.318307 3657.2599 4.0569737 7.905455 4868.1102
## 53 42.39778 8.334647 28.768817 3472.7808 2.2668094 274.399867 4221.5015
## 54 40.11526 7.688266 35.785793 4908.2969 3.0015053 45.188111 6787.8277
## 55 44.62358 8.937224 -40.577344 -5884.8501 -7.3761768 -61.355040 -7610.6373
## 56 42.49923 7.532774 -16.968279 -3077.8925 -3.2626041 -31.250327 -4837.4645
## 57 37.77120 7.115526 -13.922160 -3354.1415 -3.2152458 -6.348176 -5315.1500
## 58 43.80217 7.177182 -22.799946 -4321.9475 -6.5309125 -62.643841 -7864.0550
## 59 40.02853 7.372141 17.610881 2897.1718 2.6588976 4.101619 4338.0003
## 60 45.63926 9.053602 NA NA 9.7903646 488.219227 4988.0378
## 61 42.99487 6.937168 -17.519777 -3352.1092 -3.1144198 -32.540697 -6498.1933
## 62 42.48438 7.548112 12.808992 2579.9124 2.4536235 10.200370 3067.7774
## 63 42.23749 7.873792 -28.471171 -5800.1959 -30.5899005 -21.820700 -6697.1092
## 64 41.45326 8.070645 31.534701 3323.5950 1.4960622 122.542673 4371.2015
## 65 NA NA NA NA 0.6620284 61.446172 NA
## 66 40.25518 7.667405 31.739172 5377.0854 2.0529568 23.247924 7236.1099
## 67 NA NA NA NA 37.7457720 87.909405 NA
## 68 43.06996 8.642183 -26.492157 -3277.0682 -3.5618019 7.150624 -4238.7095
## 69 NA NA NA NA -1.8526777 2.115135 NA
## 70 40.29246 6.873827 24.157500 2222.2731 1.5422046 151.600314 3479.5683
## 71 NA NA NA NA -4.9715778 -43.661769 NA
## 72 39.66935 6.968614 -3.732316 -600.7129 -0.3830521 -5.012284 -1039.1365
## 73 42.80025 8.243473 7.858191 156.6856 18.4907939 53.187849 90.9426
## 74 40.68700 7.640995 46.381466 4914.9433 6.1619742 404.075452 6847.3815
## 75 42.61664 8.065378 -40.768210 -6189.2647 -11.8460834 -13.917710 -8734.7907
## 76 44.24613 8.098258 -18.110936 -2812.9806 -1.4765618 -16.144480 -3791.8971
## 77 41.82070 7.775240 23.949293 4014.6142 11.4159067 44.309148 4772.4339
## 78 40.78964 8.097868 93.864929 14312.4573 11.1722174 108.347311 18175.1179
## 79 43.40692 7.935987 -2.351094 -561.4391 -0.1120998 30.122316 -831.7208
## 80 45.84296 8.610601 -1.456152 -1092.5594 1.1215722 83.884744 -1603.3524
## 81 43.01237 8.377364 -12.060370 -2452.1705 -2.2982708 -22.498194 -3265.9712
## 82 40.44053 8.094001 29.088417 5546.7069 3.8187215 60.106797 7336.9841
## 83 41.85259 8.046123 48.043113 8486.5525 7.2844649 80.502987 10032.1969
## 84 43.96000 8.056566 -19.782266 -3404.0299 -4.2377916 -25.704413 -4376.4992
## 85 43.85664 7.818871 -36.860752 -6276.2788 -5.4273462 -61.845069 -9187.2788
## 86 42.81762 7.638205 -13.312812 -2111.8831 -2.5116317 -12.637766 -3240.1925
## 87 40.71103 7.311667 NA NA 3.9835576 2.156075 3713.3598
## 88 41.13817 7.122076 -16.078811 -3692.1865 -5.7060760 -77.628447 -6219.0757
## 89 38.95505 6.717312 12.014319 2157.6878 1.1212571 4.175012 3618.1602
## 90 43.77941 8.611828 -67.587978 -7958.5588 -12.8474404 -188.926294 -9362.5210
## 91 42.10568 8.223186 61.006643 8724.8916 13.0669557 173.633556 11081.3609
## 92 43.24921 8.914699 -22.203707 -3083.1211 -11.3647092 -39.392885 -3800.9853
## 93 41.31524 7.980443 40.327023 7541.5281 6.0486761 11.418495 10088.0839
## 94 39.13543 7.030489 17.607095 3307.8067 2.6680361 8.512272 5146.9329
## 95 42.88532 6.975358 -14.157800 -2943.2669 -3.6352602 -6.007321 -5828.4766
## 96 41.01689 8.147968 38.922582 5520.0693 2.0729228 160.277817 6811.2478
## 97 42.38774 7.707809 -12.019035 -2652.8743 -3.6963547 -1.835258 -4138.7287
## 98 41.58397 8.106571 52.645706 6138.7943 2.6572699 84.425278 7954.1711
## 99 43.62504 8.100779 -16.699409 -2764.4715 -9.7790314 -11.400715 -3990.1952
## 100 43.58217 6.937257 -11.385999 -2649.4924 -3.5844913 -43.146908 -5385.6333
## d_pm25_2 region arealand areawater npl_cnt tsdf_cnt
## 1 275.69598 4 9705172 247718.31 0.000000000 0.10619469
## 2 -1194.02764 4 28056590 393582.83 0.000000000 0.04166667
## 3 -321.03837 4 55191000 337730.82 0.000000000 0.00000000
## 4 1560.80197 4 72446218 768590.16 0.000000000 0.05263158
## 5 -1074.63713 4 50040991 367869.32 0.045454545 0.09090909
## 6 -603.55075 4 40037633 27830.31 0.000000000 0.00000000
## 7 307.71381 4 61565730 9684688.54 0.028571429 0.02857143
## 8 1639.44463 4 90542929 5454406.80 0.000000000 0.05000000
## 9 1112.53197 4 73093152 1064866.65 0.000000000 0.06451613
## 10 -1058.05120 4 24437611 5765756.80 0.022222222 0.11111111
## 11 -1256.31243 4 11041032 58070.15 0.019480519 0.16883117
## 12 -652.44374 4 22605981 357239.59 0.000000000 0.12068966
## 13 -889.47173 4 9953214 74539.27 0.010638298 0.12765957
## 14 -927.94003 4 19712782 113522.63 0.000000000 0.22580645
## 15 -1355.29350 4 103741447 30185484.17 0.000000000 0.00000000
## 16 NA 4 18259670 29597977.11 0.000000000 0.04166667
## 17 383.94511 4 61205150 480215.61 0.000000000 0.00000000
## 18 -763.77852 4 10942641 399422.35 0.000000000 0.24210526
## 19 -1158.05598 4 50446868 2018138.14 0.000000000 0.05714286
## 20 -1022.56329 4 56182579 1372616.38 0.000000000 0.09523810
## 21 456.73971 4 31941424 11283297.29 0.000000000 0.00000000
## 22 -1162.38009 4 79543501 2145393.57 0.000000000 0.00000000
## 23 71.52735 4 15614148 132462.92 0.012987013 0.10389610
## 24 802.22877 4 51695964 930300.91 0.021276596 0.06382979
## 25 -155.75899 4 28594956 2698672.06 0.015625000 0.04687500
## 26 1916.24931 4 8667309 78378.02 0.010256410 0.07692308
## 27 NA 4 45227721 45668265.87 0.000000000 0.00000000
## 28 NA 4 31017168 93766326.81 0.000000000 0.06250000
## 29 -820.86207 4 13265850 346779.90 0.000000000 0.11111111
## 30 -1788.75372 4 27318712 295964.04 0.000000000 0.08000000
## 31 2060.47422 4 62063541 417449.38 0.000000000 0.02941176
## 32 1849.54677 4 4849070 193160.93 0.000000000 0.25490196
## 33 1952.81060 4 27852463 79027.81 0.000000000 0.04255319
## 34 584.02608 4 4346296 48495.04 0.000000000 0.19341564
## 35 129.34560 4 42458569 239289.40 0.000000000 0.13333333
## 36 -329.21562 4 5325499 119233.55 0.023121387 0.13872832
## 37 -156.60694 4 88218172 1329200.80 0.000000000 0.00000000
## 38 -365.84585 4 94523270 3132579.12 0.000000000 0.12500000
## 39 371.67512 4 43057817 453239.12 0.062500000 0.21875000
## 40 1826.07701 4 53142391 93645.31 0.000000000 0.00000000
## 41 1147.20753 4 5728933 104180.57 0.000000000 0.25684932
## 42 1704.97188 4 36754266 331863.08 0.000000000 0.03921569
## 43 653.52078 4 25264115 268315.61 0.000000000 0.03278689
## 44 -1344.17127 4 29869038 50801.62 0.041666667 0.04166667
## 45 -1347.88146 4 13415068 76909.72 0.013888889 0.15277778
## 46 2069.00279 4 48141543 986179.95 0.000000000 0.10526316
## 47 2821.84540 4 40416017 158293.84 0.000000000 0.00000000
## 48 NA 4 264322562 365493493.83 0.000000000 0.00000000
## 49 -1185.70080 4 13278118 537423.62 0.017857143 0.12500000
## 50 -580.48084 4 48930129 375165.04 0.000000000 0.03846154
## 51 -394.15708 4 24396212 137658.19 0.000000000 0.09523810
## 52 921.52809 4 174405280 861689.29 0.000000000 0.00000000
## 53 834.74241 4 17854254 289872.68 0.000000000 0.21621622
## 54 1298.48307 4 21992128 125538.32 0.000000000 0.08510638
## 55 -1511.69317 4 15324508 467293.00 0.000000000 0.16000000
## 56 -851.39914 4 36757340 450867.16 0.000000000 0.12903226
## 57 -1000.27333 4 47691305 378294.18 0.000000000 0.00000000
## 58 -1288.82711 4 72781108 302547.69 0.000000000 0.06250000
## 59 800.79181 4 56292151 35552.86 0.000000000 0.00000000
## 60 975.92941 4 2443328 105115.93 0.001801802 0.17837838
## 61 -1048.69635 4 40931456 116285.21 0.000000000 0.07142857
## 62 542.01835 4 57865566 1178178.23 0.000000000 0.04545455
## 63 -1252.35255 4 31701357 363524.12 0.052631579 0.05263158
## 64 851.37853 4 21534459 95043.48 0.000000000 0.13846154
## 65 NA 4 4148354 2949491.43 0.008333333 0.24166667
## 66 1383.15040 4 63177177 1637540.14 0.000000000 0.04545455
## 67 NA 4 20556435 3864819.19 0.020833333 0.08333333
## 68 -844.17852 4 13728066 118333.24 0.000000000 0.09333333
## 69 NA 4 67041199 44851672.15 0.000000000 0.07692308
## 70 593.61949 4 22600633 6220967.92 0.000000000 0.11538462
## 71 NA 4 70520162 5088548.94 0.000000000 0.03125000
## 72 -180.70475 4 53341640 17652458.08 0.000000000 0.08333333
## 73 14.49219 4 39082367 1200720.04 0.038461538 0.03846154
## 74 1286.11669 4 17600209 85915.04 0.000000000 0.17708333
## 75 -1654.64357 4 51300526 163669.58 0.000000000 0.00000000
## 76 -693.41967 4 23560418 230245.31 0.000000000 0.13953488
## 77 889.46887 4 29924065 378975.37 0.024390244 0.02439024
## 78 3600.08375 4 27879951 57686.30 0.000000000 0.05681818
## 79 -143.43051 4 21231595 267556.83 0.000000000 0.15942029
## 80 -300.74232 4 14092801 342931.88 0.010638298 0.12765957
## 81 -626.86692 4 28163005 90245.92 0.000000000 0.09615385
## 82 1466.96740 4 54430165 109418.36 0.000000000 0.02222222
## 83 1930.90257 4 30613706 142295.74 0.000000000 0.11111111
## 84 -808.38870 4 22247184 548755.46 0.000000000 0.06521739
## 85 -1639.36547 4 37514194 567236.87 0.000000000 0.06451613
## 86 -578.82070 4 23430269 175213.41 0.000000000 0.05084746
## 87 621.69114 4 113900872 2701347.25 0.000000000 0.08333333
## 88 -1083.50442 4 39205660 204405.56 0.000000000 0.20000000
## 89 623.90660 4 202420784 106914890.40 0.000000000 0.00000000
## 90 -1870.17017 4 15909268 174911.46 0.000000000 0.19417476
## 91 2164.50686 4 19809334 1278306.94 0.000000000 0.06060606
## 92 -779.20077 4 4752042 127631.20 0.006593407 0.16263736
## 93 1950.18155 4 74094196 2621338.93 0.000000000 0.00000000
## 94 926.95529 4 59830414 13018813.33 0.000000000 0.00000000
## 95 -952.20496 4 26101949 75234.16 0.000000000 0.06451613
## 96 1354.87258 4 19128510 131402.55 0.000000000 0.05333333
## 97 -751.11986 4 36872637 129479.87 0.000000000 0.07547170
## 98 1549.22281 4 17309323 260594.36 0.000000000 0.12727273
## 99 -737.88510 4 30982004 258306.93 0.035714286 0.03571429
## 100 -856.48143 4 62277694 117273.92 0.000000000 0.15384615
## shape_length shape_area bf_prop
## 1 16632.472 15255287 0.244344485
## 2 32339.270 43472594 0.000000000
## 3 47686.766 86083790 0.000000000
## 4 48568.005 109294568 0.015106299
## 5 50378.349 78033330 0.000000000
## 6 45198.050 61461012 0.005220273
## 7 44564.024 107704421 0.141635798
## 8 61154.495 147220913 NA
## 9 50571.628 109751216 NA
## 10 26881.791 44096242 0.190407536
## 11 19188.706 16829296 0.458047030
## 12 27128.920 34938538 0.135147138
## 13 15343.280 15120860 0.080646221
## 14 23384.365 30319498 0.085374240
## 15 73406.074 206828689 NA
## 16 30488.246 71248256 0.019685084
## 17 48318.567 95389232 NA
## 18 19163.296 17219368 0.103782389
## 19 41599.773 79732056 0.259087060
## 20 50631.563 86252274 0.000000000
## 21 37789.929 66391123 0.089667019
## 22 60531.914 122190903 NA
## 23 22651.292 23713701 0.148731358
## 24 40543.603 77242900 NA
## 25 28380.221 46878668 0.057430007
## 26 14382.874 13079212 0.151552366
## 27 64336.665 140467177 0.003023725
## 28 54538.082 189463000 NA
## 29 20407.911 20734270 0.024890686
## 30 32458.768 42204499 0.010657046
## 31 48818.850 93187525 0.080719921
## 32 11840.642 7726971 0.300720884
## 33 28704.803 42671458 0.042019050
## 34 11063.320 6750868 0.769484414
## 35 40874.076 65509433 0.013289267
## 36 13072.568 8191518 0.347469723
## 37 64364.255 138657055 NA
## 38 63864.260 147122814 0.035030969
## 39 36843.194 67132497 0.017925740
## 40 47917.445 80468939 NA
## 41 11907.427 8948744 0.361327845
## 42 32279.681 57151700 0.352870673
## 43 29421.345 38483227 0.026302422
## 44 29469.504 45304974 0.032112257
## 45 21643.093 20319338 0.186286257
## 46 42400.040 75903271 NA
## 47 31517.511 60633209 NA
## 48 151760.736 950206957 NA
## 49 19971.202 21050578 0.083289958
## 50 43113.570 74167011 NA
## 51 29534.581 37114395 0.032967799
## 52 99962.269 261941044 NA
## 53 22462.512 27419126 0.037433846
## 54 26119.300 33230534 0.046189386
## 55 22803.171 23870414 0.058862244
## 56 37512.136 56516678 0.010507659
## 57 42171.371 72066349 0.001668120
## 58 55825.639 111497894 0.023598225
## 59 48085.940 85902875 0.134358463
## 60 8468.602 3829650 4.908397356
## 61 44699.656 62867433 NA
## 62 47457.842 88913635 0.002856829
## 63 31083.286 48260569 0.035423459
## 64 25404.856 33088916 0.264334117
## 65 12658.684 10397404 0.853134491
## 66 51636.378 100291031 0.007738036
## 67 23390.838 36225054 NA
## 68 18513.247 21232346 0.071973513
## 69 57417.720 167753223 NA
## 70 24384.921 44424126 NA
## 71 51381.074 111633040 0.220806506
## 72 47811.228 109183126 NA
## 73 31776.675 62288065 0.016993767
## 74 21208.881 26805215 0.044641093
## 75 47430.436 77398465 0.029903216
## 76 27449.779 36162186 0.063929406
## 77 26139.204 45271555 0.009073004
## 78 30367.812 41372113 0.399067160
## 79 27001.804 33248253 NA
## 80 19003.383 21903895 0.494303786
## 81 28997.415 42619730 0.129898395
## 82 43645.134 81452028 0.026131590
## 83 28346.420 45765284 0.906018377
## 84 26219.210 34310976 0.014248454
## 85 39602.696 58901445 0.004213920
## 86 29707.953 36523192 0.136422003
## 87 64159.966 176258315 0.017258313
## 88 38617.028 59158429 0.965021037
## 89 99363.756 472064660 NA
## 90 20752.713 24018825 0.117812492
## 91 23628.939 32586051 0.028888539
## 92 11247.369 7431963 0.585206697
## 93 55853.226 118641479 NA
## 94 45613.673 111088118 0.029615005
## 95 35324.135 40313310 0.022271745
## 96 24325.845 29025849 0.057132143
## 97 36349.714 56948215 0.021947853
## 98 21296.158 26702991 0.032714911
## 99 32201.204 48024718 NA
## 100 54798.255 95288563 0.058623988str(ej.scaled)## 'data.frame': 67 obs. of 49 variables:
## $ per_tested : num [1:67, 1] -0.8841 0.6867 -1.7024 -1.6732 0.0145 ...
## $ num_high_lead : num [1:67, 1] 1.44 -0.568 -0.69 -0.447 -0.751 ...
## $ per_highlead_h: num [1:67, 1] -1.447 -0.616 0.388 2.11 -1.476 ...
## $ fips : num [1:67, 1] -1.71 -1.67 -1.64 -1.6 -1.57 ...
## $ bf_acreage : num [1:67, 1] 0.00433 -0.31349 -0.31349 -0.29507 -0.31349 ...
## $ objectid : num [1:67, 1] -1.59 -1.55 -1.54 -1.53 -1.52 ...
## $ id : num [1:67, 1] -1.71 -1.68 -1.63 -1.6 -1.56 ...
## $ acstotpop : num [1:67, 1] -0.123 0.244 -1.362 -0.384 -0.718 ...
## $ acsipovbas : num [1:67, 1] -0.106 0.212 -1.276 -0.54 -0.638 ...
## $ acseducbas : num [1:67, 1] -0.297 0.457 -1.286 -0.315 -0.471 ...
## $ acstothh : num [1:67, 1] -0.04572 -0.00465 -1.19107 -0.60429 -0.30198 ...
## $ acstothu : num [1:67, 1] -0.695 -0.236 0.17 -0.744 0.59 ...
## $ minorpop : num [1:67, 1] 0.12 -0.955 -1.219 0.961 -1.359 ...
## $ minorpct : num [1:67, 1] 0.271 -1.022 -1.069 1.35 -1.343 ...
## $ lowincome : num [1:67, 1] -0.0345 0.2468 -0.6199 0.236 -0.8448 ...
## $ lowincpct : num [1:67, 1] 0.178 -0.223 1.144 0.923 -0.224 ...
## $ lesshs : num [1:67, 1] -0.351 1.257 0.534 0.781 -0.193 ...
## $ lesshspct : num [1:67, 1] 0.0753 0.8451 1.7118 0.7648 0.0824 ...
## $ under5 : num [1:67, 1] 0.116 -0.105 -1.269 -0.526 -0.838 ...
## $ under5pct : num [1:67, 1] 0.4481 -0.0381 -0.9795 -0.2425 -0.7244 ...
## $ over64 : num [1:67, 1] -0.577 0.444 -0.219 -0.646 0.391 ...
## $ over64pct : num [1:67, 1] -0.3871 0.0836 1.4217 -0.1937 1.1528 ...
## $ pre1960 : num [1:67, 1] 0.754 -0.859 -0.46 1.172 0.404 ...
## $ pre1960pct : num [1:67, 1] 1.086 -0.813 -0.919 1.225 -0.346 ...
## $ vuleopct : num [1:67, 1] 0.275 -0.889 -0.479 1.38 -1.145 ...
## $ vuleo : num [1:67, 1] 0.0804 -0.6332 -1.1657 0.8204 -1.3428 ...
## $ dispeo : num [1:67, 1] 0.194 -0.948 -0.311 1.282 -1.032 ...
## $ dslpm : num [1:67, 1] 1.427 -0.367 -1.284 -0.283 -1.364 ...
## $ cancer : num [1:67, 1] 0.899 0.141 -1.678 1.018 -1.853 ...
## $ resp : num [1:67, 1] 0.7608 -0.0867 -1.7583 1.2062 -1.8999 ...
## $ pnpl : num [1:67, 1] -0.577 -0.296 -0.133 -0.19 0.175 ...
## $ prmp : num [1:67, 1] 0.76 -0.876 -1.099 -1.061 -1.186 ...
## $ ptsdf : num [1:67, 1] 0.778 -0.626 -0.746 -0.468 -0.484 ...
## $ ozone : num [1:67, 1] 0.7145 0.5749 0.1599 0.0499 0.4226 ...
## $ pm25 : num [1:67, 1] 0.7362 0.9038 -1.1336 0.0279 -1.4523 ...
## $ d_dslpm_2 : num [1:67, 1] 0.542 -0.889 -0.248 1.056 -0.563 ...
## $ d_cancr_2 : num [1:67, 1] 0.193 -1.03 -0.283 1.463 -0.774 ...
## $ d_pnpl_2 : num [1:67, 1] -0.00801 -0.41534 -0.21631 0.5993 -0.98309 ...
## $ d_ptsdf_2 : num [1:67, 1] -0.102 -0.431 -0.306 0.148 -0.518 ...
## $ d_ozone_2 : num [1:67, 1] 0.161 -1.011 -0.351 1.241 -1.088 ...
## $ d_pm25_2 : num [1:67, 1] 0.147 -1.062 -0.344 1.204 -0.964 ...
## $ arealand : num [1:67, 1] -0.835 -0.365 0.328 0.769 0.197 ...
## $ areawater : num [1:67, 1] -0.207 -0.203 -0.205 -0.194 -0.204 ...
## $ npl_cnt : num [1:67, 1] -0.438 -0.438 -0.438 -0.438 3.214 ...
## $ tsdf_cnt : num [1:67, 1] 0.3189 -0.6285 -1.2402 -0.4675 0.0945 ...
## $ shape_length : num [1:67, 1] -1.005 -0.248 0.491 0.534 0.621 ...
## $ shape_area : num [1:67, 1] -0.57074 -0.3098 0.08424 0.29888 0.00979 ...
## $ cluster : int 3 3 1 1 3 1 3 3 1 3 ...
## $ bf_prop : num [1:67, 1] -0.0351 -1.2845 0.2302 0.7685 0.4364 ...
## - attr(*, "na.action")= 'omit' Named int [1:33] 8 9 10 15 16 17 22 24 26 27 ...
## ..- attr(*, "names")= chr [1:33] "BERTIE" "BLADEN" "BRUNSWICK" "CAMDEN" ...ej.scaled$cluster = as.factor(ej.scaled$cluster)
str(ej.scaled)## 'data.frame': 67 obs. of 49 variables:
## $ per_tested : num [1:67, 1] -0.8841 0.6867 -1.7024 -1.6732 0.0145 ...
## $ num_high_lead : num [1:67, 1] 1.44 -0.568 -0.69 -0.447 -0.751 ...
## $ per_highlead_h: num [1:67, 1] -1.447 -0.616 0.388 2.11 -1.476 ...
## $ fips : num [1:67, 1] -1.71 -1.67 -1.64 -1.6 -1.57 ...
## $ bf_acreage : num [1:67, 1] 0.00433 -0.31349 -0.31349 -0.29507 -0.31349 ...
## $ objectid : num [1:67, 1] -1.59 -1.55 -1.54 -1.53 -1.52 ...
## $ id : num [1:67, 1] -1.71 -1.68 -1.63 -1.6 -1.56 ...
## $ acstotpop : num [1:67, 1] -0.123 0.244 -1.362 -0.384 -0.718 ...
## $ acsipovbas : num [1:67, 1] -0.106 0.212 -1.276 -0.54 -0.638 ...
## $ acseducbas : num [1:67, 1] -0.297 0.457 -1.286 -0.315 -0.471 ...
## $ acstothh : num [1:67, 1] -0.04572 -0.00465 -1.19107 -0.60429 -0.30198 ...
## $ acstothu : num [1:67, 1] -0.695 -0.236 0.17 -0.744 0.59 ...
## $ minorpop : num [1:67, 1] 0.12 -0.955 -1.219 0.961 -1.359 ...
## $ minorpct : num [1:67, 1] 0.271 -1.022 -1.069 1.35 -1.343 ...
## $ lowincome : num [1:67, 1] -0.0345 0.2468 -0.6199 0.236 -0.8448 ...
## $ lowincpct : num [1:67, 1] 0.178 -0.223 1.144 0.923 -0.224 ...
## $ lesshs : num [1:67, 1] -0.351 1.257 0.534 0.781 -0.193 ...
## $ lesshspct : num [1:67, 1] 0.0753 0.8451 1.7118 0.7648 0.0824 ...
## $ under5 : num [1:67, 1] 0.116 -0.105 -1.269 -0.526 -0.838 ...
## $ under5pct : num [1:67, 1] 0.4481 -0.0381 -0.9795 -0.2425 -0.7244 ...
## $ over64 : num [1:67, 1] -0.577 0.444 -0.219 -0.646 0.391 ...
## $ over64pct : num [1:67, 1] -0.3871 0.0836 1.4217 -0.1937 1.1528 ...
## $ pre1960 : num [1:67, 1] 0.754 -0.859 -0.46 1.172 0.404 ...
## $ pre1960pct : num [1:67, 1] 1.086 -0.813 -0.919 1.225 -0.346 ...
## $ vuleopct : num [1:67, 1] 0.275 -0.889 -0.479 1.38 -1.145 ...
## $ vuleo : num [1:67, 1] 0.0804 -0.6332 -1.1657 0.8204 -1.3428 ...
## $ dispeo : num [1:67, 1] 0.194 -0.948 -0.311 1.282 -1.032 ...
## $ dslpm : num [1:67, 1] 1.427 -0.367 -1.284 -0.283 -1.364 ...
## $ cancer : num [1:67, 1] 0.899 0.141 -1.678 1.018 -1.853 ...
## $ resp : num [1:67, 1] 0.7608 -0.0867 -1.7583 1.2062 -1.8999 ...
## $ pnpl : num [1:67, 1] -0.577 -0.296 -0.133 -0.19 0.175 ...
## $ prmp : num [1:67, 1] 0.76 -0.876 -1.099 -1.061 -1.186 ...
## $ ptsdf : num [1:67, 1] 0.778 -0.626 -0.746 -0.468 -0.484 ...
## $ ozone : num [1:67, 1] 0.7145 0.5749 0.1599 0.0499 0.4226 ...
## $ pm25 : num [1:67, 1] 0.7362 0.9038 -1.1336 0.0279 -1.4523 ...
## $ d_dslpm_2 : num [1:67, 1] 0.542 -0.889 -0.248 1.056 -0.563 ...
## $ d_cancr_2 : num [1:67, 1] 0.193 -1.03 -0.283 1.463 -0.774 ...
## $ d_pnpl_2 : num [1:67, 1] -0.00801 -0.41534 -0.21631 0.5993 -0.98309 ...
## $ d_ptsdf_2 : num [1:67, 1] -0.102 -0.431 -0.306 0.148 -0.518 ...
## $ d_ozone_2 : num [1:67, 1] 0.161 -1.011 -0.351 1.241 -1.088 ...
## $ d_pm25_2 : num [1:67, 1] 0.147 -1.062 -0.344 1.204 -0.964 ...
## $ arealand : num [1:67, 1] -0.835 -0.365 0.328 0.769 0.197 ...
## $ areawater : num [1:67, 1] -0.207 -0.203 -0.205 -0.194 -0.204 ...
## $ npl_cnt : num [1:67, 1] -0.438 -0.438 -0.438 -0.438 3.214 ...
## $ tsdf_cnt : num [1:67, 1] 0.3189 -0.6285 -1.2402 -0.4675 0.0945 ...
## $ shape_length : num [1:67, 1] -1.005 -0.248 0.491 0.534 0.621 ...
## $ shape_area : num [1:67, 1] -0.57074 -0.3098 0.08424 0.29888 0.00979 ...
## $ cluster : Factor w/ 3 levels "1","2","3": 3 3 1 1 3 1 3 3 1 3 ...
## $ bf_prop : num [1:67, 1] -0.0351 -1.2845 0.2302 0.7685 0.4364 ...
## - attr(*, "na.action")= 'omit' Named int [1:33] 8 9 10 15 16 17 22 24 26 27 ...
## ..- attr(*, "names")= chr [1:33] "BERTIE" "BLADEN" "BRUNSWICK" "CAMDEN" ...#Adding these variables made some of the names messy so we clean them up
ej.scaled %>% clean_names()## per_tested num_high_lead per_highlead_h fips bf_acreage
## ALAMANCE -0.88410296 1.43983603 -1.44746761 -1.70622042 0.004331364
## ALEXANDER 0.68669397 -0.56838836 -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY -1.70237856 -0.69009893 0.38840094 -1.63728222 -0.313485055
## ANSON -1.67315443 -0.44667779 2.10952771 -1.60281312 -0.295068874
## ASHE 0.01453900 -0.75095421 -1.47615306 -1.56834402 -0.313485055
## AVERY 0.18257774 -0.56838836 0.96210986 -1.53387492 -0.308258594
## BEAUFORT 1.02277145 -0.44667779 -0.47216244 -1.49940582 -0.138494723
## BUNCOMBE -0.12427561 0.40529619 -0.61558967 -1.36152943 0.379309338
## BURKE 1.00085335 0.22273034 0.24497371 -1.32706033 -0.122147159
## CABARRUS -0.89871502 0.52700676 -0.32873521 -1.29259123 -0.155290793
## CALDWELL 0.46020697 -0.14240137 -0.18530798 -1.25812213 -0.210411191
## CATAWBA 0.21910791 -0.02069080 -0.61558967 -1.12024573 -0.156766284
## CHATHAM -0.92793915 -0.56838836 -0.75901690 -1.08577663 0.159392495
## CHEROKEE -0.08774545 -0.69009893 -1.04587136 -1.05130753 -0.313485055
## CHOWAN 0.12412949 -0.69009893 -0.61558967 -1.01683843 -0.230209501
## CLEVELAND 0.86203874 0.10101977 -0.18530798 -0.94790023 -0.141707486
## CRAVEN 1.05199558 0.22273034 -0.32873521 -0.87896203 -0.228818219
## DAVIDSON 0.93509906 1.19641489 0.24497371 -0.74108564 -0.278748769
## DAVIE 0.37253458 -0.32496722 0.53182817 -0.70661654 -0.297100878
## DUPLIN 0.83281461 -0.44667779 -0.75901690 -0.67214744 -0.185139285
## DURHAM -0.54802548 0.64871733 -0.75901690 -0.63767834 0.237847074
## EDGECOMBE 0.54057332 -0.26411193 -0.18530798 -0.60320924 -0.269842733
## FORSYTH 0.08759933 3.02207343 0.10154648 -0.56874014 0.763499064
## FRANKLIN -0.12427561 -0.50753307 -0.75901690 -0.53427104 -0.287169687
## GASTON -1.58548205 0.16187506 -0.47216244 -0.49980194 0.084687056
## GRAHAM -0.56263754 -0.75095421 -1.47615306 -0.43086374 -0.279188121
## GRANVILLE -0.27770228 -0.69009893 -1.33272583 -0.39639464 -0.283297895
## HALIFAX 1.05199558 0.28358563 1.39239155 -0.29298734 0.014171023
## HARNETT -0.95716328 0.83128319 0.53182817 -0.25851825 -0.262035078
## HAYWOOD 0.37984061 -0.50753307 -0.75901690 -0.22404915 -0.276478782
## IREDELL -0.56994357 0.10101977 -0.47216244 -0.05170365 -0.196049865
## JOHNSTON -0.63569786 -0.08154608 -0.90244413 0.01723455 -0.244808809
## LEE 0.40175871 -0.02069080 0.10154648 0.08617275 -0.257806313
## LENOIR 1.30040067 0.28358563 0.96210986 0.12064185 -0.262007618
## LINCOLN -1.71699063 -0.38582250 -0.18530798 0.15511095 -0.225728108
## MACON -0.06582735 -0.44667779 0.24497371 0.18958005 -0.299489855
## MADISON 0.22641394 -0.56838836 0.24497371 0.22404915 -0.311608654
## MARTIN 1.30040067 -0.44667779 0.38840094 0.25851825 -0.284588492
## MCDOWELL 0.21180187 -0.32496722 0.24497371 0.29298734 -0.178475776
## MONTGOMERY 1.90680134 -0.14240137 1.53581878 0.39639464 -0.310235679
## MOORE 1.05930161 0.04016449 -0.47216244 0.43086374 -0.259087757
## NASH 1.05199558 0.77042790 0.67525540 0.46533284 0.036422383
## NORTHAMPTON 0.51865523 -0.56838836 0.24497371 0.53427104 -0.306986303
## ORANGE -0.85487883 -0.38582250 -0.75901690 0.60320924 -0.187931002
## PERSON -1.60009411 -0.32496722 1.53581878 0.77555474 -0.289970557
## PITT 0.02184504 -0.02069080 -0.75901690 0.81002384 -0.237989697
## POLK -1.43205537 -0.69009893 -0.32873521 0.84449293 -0.266822187
## RANDOLPH 0.66477587 0.70957262 0.10154648 0.87896203 -0.216214302
## RICHMOND 1.23464638 0.34444091 1.39239155 0.91343113 -0.304331883
## ROBESON 0.73053016 0.46615148 -0.32873521 0.94790023 0.240409962
## ROWAN 0.13143552 0.70957262 0.24497371 1.01683843 0.358467567
## RUTHERFORD -2.19188272 -0.62924364 -0.75901690 1.05130753 -0.161359345
## SAMPSON 1.38807306 0.10101977 -0.04188075 1.08577663 -0.279700699
## SCOTLAND 0.91318096 -0.14240137 0.67525540 1.12024573 0.769573108
## STANLY 1.15428003 0.22273034 0.67525540 1.15471483 -0.296158101
## STOKES -0.17541783 -0.32496722 0.67525540 1.18918393 -0.307773476
## SURRY -0.62839183 0.46615148 2.10952771 1.22365303 -0.160892534
## TRANSYLVANIA 0.48943110 -0.56838836 -0.32873521 1.29259123 0.870596662
## UNION -2.05306811 -0.14240137 -0.61558967 1.36152943 -0.076147896
## VANCE -0.67953406 -0.50753307 -0.47216244 1.39599852 -0.277842605
## WAKE -0.84026676 5.21286367 -0.32873521 1.43046762 0.918577586
## WASHINGTON -0.07313338 -0.69009893 -0.61558967 1.49940582 -0.291517443
## WATAUGA 1.10313780 -0.38582250 -0.04188075 1.53387492 -0.277897524
## WAYNE 0.13874155 -0.02069080 -0.61558967 1.56834402 -0.227024197
## WILKES 0.56979745 -0.32496722 -0.47216244 1.60281312 -0.287535814
## WILSON 1.13236193 0.52700676 0.53182817 1.63728222 -0.269202011
## YANCEY -1.00830550 -0.62924364 0.24497371 1.70622042 -0.240561738
## objectid id acstotpop acsipovbas acseducbas
## ALAMANCE -1.58767489 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER -1.55097332 -1.679863730 0.24405742 0.211718117 0.45702447
## ALLEGHANY -1.54159701 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON -1.53356017 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE -1.52257649 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY -1.51239649 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT -1.49873387 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BUNCOMBE -1.37255549 -1.370440686 0.55350341 0.569888246 0.91133259
## BURKE -1.31576183 -1.335665393 0.24444822 0.242772331 0.43113102
## CABARRUS -1.27504184 -1.300852369 1.98847498 2.086895550 1.90171683
## CALDWELL -1.23325028 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CATAWBA -1.13975505 -1.129112939 0.54575400 0.599701222 0.57678978
## CHATHAM -1.10492875 -1.094496593 1.55258833 1.634761649 2.10943696
## CHEROKEE -1.08992665 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN -1.08055034 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLEVELAND -1.05242140 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## CRAVEN -0.98946616 -0.871576525 0.43133100 0.323919951 0.17189396
## DAVIDSON -0.81372728 -0.749258894 0.17983541 0.248139727 0.23352823
## DAVIE -0.77809729 -0.714473258 0.63308927 0.736209011 0.85295311
## DUPLIN -0.76229151 -0.679845863 0.80119539 0.884907376 0.74895777
## DURHAM -0.71219521 -0.646814433 1.57878903 1.468819393 1.67929722
## EDGECOMBE -0.65861629 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH -0.58092684 -0.577995121 0.19282213 0.202303876 0.02124225
## FRANKLIN -0.50779160 -0.542548503 2.04795261 2.044113938 2.27651603
## GASTON -0.45340899 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GRAHAM -0.39956217 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE -0.38884639 -0.389057471 1.10154925 0.990568906 1.31590536
## HALIFAX -0.20319540 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT -0.17319120 -0.266740218 1.97093175 1.953445006 1.69828195
## HAYWOOD -0.14399069 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## IREDELL -0.03576126 -0.060187717 0.22585625 0.316367651 0.17116760
## JOHNSTON 0.03067661 0.008371874 2.37685845 2.468148322 2.33210651
## LEE 0.06684239 0.077099762 0.47328248 0.535089609 0.33317512
## LENOIR 0.08934554 0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN 0.11533132 0.146700454 0.48445491 0.574076436 0.66928918
## MACON 0.13703079 0.196655951 -0.02354282 0.007790672 0.15908142
## MADISON 0.15283657 0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN 0.16462393 0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL 0.17453603 0.300013523 -1.06860292 -0.973482525 -1.09646682
## MONTGOMERY 0.49091960 0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE 0.51208328 0.437487977 0.62742044 0.707469983 0.93235393
## NASH 0.54476642 0.455751552 -0.04965775 -0.007162906 -0.11206474
## NORTHAMPTON 0.63236797 0.540325920 -1.59582515 -1.600315460 -1.60283954
## ORANGE 0.70978952 0.593574368 1.29466131 1.003413274 0.80312107
## PERSON 0.78131739 0.781503476 0.14200151 0.211149358 0.26760210
## PITT 0.81400053 0.800119388 1.12439863 1.059485848 0.45627675
## POLK 0.84293315 0.850407796 0.70677276 0.772419211 1.43005726
## RANDOLPH 0.86918683 0.869542064 0.58238140 0.661677521 0.61626910
## RICHMOND 0.90320945 0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON 0.93776785 0.954472307 0.15561782 0.169539503 -0.21387511
## ROWAN 1.02349414 1.007705238 0.06428816 0.066200648 0.00796831
## RUTHERFORD 1.06260676 1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON 1.08859254 1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND 1.10788095 1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY 1.12743726 1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES 1.14806514 1.180305204 0.05155648 0.132961576 0.31514744
## SURRY 1.17217566 1.229578136 -0.70533078 -0.630655646 -0.76158487
## TRANSYLVANIA 1.20110828 1.298996943 -0.35874234 -0.352403870 -0.01665108
## UNION 1.23807774 1.351714989 2.15766659 2.233343170 1.82002536
## VANCE 1.27451141 1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE 1.40524400 1.421253533 2.44784241 2.463992051 2.43641174
## WASHINGTON 1.53919131 1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA 1.55151447 1.539486693 0.82632468 0.421083627 -0.08898791
## WAYNE 1.57991130 1.558096930 0.55622758 0.563922201 0.36681955
## WILKES 1.61420181 1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON 1.64313443 1.627004518 0.04579453 0.096185685 -0.06459216
## YANCEY 1.67635337 1.712438555 -0.30469348 -0.210186943 -0.04271315
## acstothh acstothu minorpop minorpct lowincome
## ALAMANCE -0.045717388 -0.69541681 0.120161568 0.27124268 -0.034519893
## ALEXANDER -0.004650632 -0.23633285 -0.955061509 -1.02232047 0.246816101
## ALLEGHANY -1.191069112 0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON -0.604288283 -0.74433419 0.960542362 1.35042427 0.236003797
## ASHE -0.301975983 0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY -1.358230537 1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT -0.170459829 0.16381607 -0.029632812 0.37585340 0.154602322
## BUNCOMBE 1.041081256 0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE 0.215584722 -0.06122462 -0.666965925 -0.87147401 0.651532813
## CABARRUS 1.664577534 0.78886383 0.863996433 0.11021583 0.368679492
## CALDWELL -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CATAWBA 0.599126287 0.04027293 -0.254691480 -0.44791069 0.257321089
## CHATHAM 2.052893509 1.28097260 0.351139560 -0.27565072 0.213928385
## CHEROKEE -0.049651671 1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN -1.225115048 -1.36097846 -0.221452013 0.06192854 -1.048398396
## CLEVELAND -0.789107423 -1.05192106 -0.463994337 -0.16214476 0.072704390
## CRAVEN 0.560750423 0.10909092 0.283301687 0.29283441 -0.157019725
## DAVIDSON 0.286787863 -0.20315376 -0.617274827 -0.56446695 0.173749241
## DAVIE 0.572172079 0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN 0.577733518 0.30424192 1.319550156 0.87367883 3.058865136
## DURHAM 1.983265372 1.07600642 2.462425895 1.30443852 0.692875562
## EDGECOMBE -0.994474282 -1.29671687 0.904280904 1.85644844 0.131149282
## FORSYTH 0.265046123 -0.31236334 0.672261133 0.65339469 0.007756527
## FRANKLIN 2.136694101 1.50453631 1.142572890 0.54832511 1.737118944
## GASTON -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GRAHAM -1.364044429 0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE 0.717857657 0.24235838 1.073698639 0.73281041 0.272361810
## HALIFAX -1.338343086 -1.45332033 0.551201604 1.68205646 -0.333797707
## HARNETT 1.410681302 0.85183798 1.243964525 0.38787373 2.332012510
## HAYWOOD -0.199856481 0.14019028 -1.361679318 -1.38570852 -1.168790021
## IREDELL 0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JOHNSTON 1.920930731 1.11157857 0.905767276 0.12301414 2.024817797
## LEE 0.130025975 -0.39015937 0.759706324 0.66685225 0.862443873
## LENOIR -0.679601955 -0.91144313 0.522778958 1.34744260 0.156420387
## LINCOLN 0.576231233 -0.08863151 -0.810768910 -0.91745542 0.092908099
## MACON 0.059933019 -0.21055549 -1.030015476 -1.03682221 0.433000878
## MADISON -0.098276955 1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL -1.025781587 -1.14367083 0.202651983 1.12970376 -0.773130348
## MONTGOMERY -0.837815076 0.14363955 -0.047350080 0.19422231 -0.231860480
## MOORE 0.941187168 0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH -0.062382993 -0.40080439 0.888378198 1.12921981 -0.404628922
## NORTHAMPTON -1.523181721 -1.29873366 0.333538609 1.50051012 -1.141504582
## ORANGE 1.083174479 0.34340850 0.410254812 -0.07709619 -0.392955265
## PERSON 0.281083893 -0.05923330 0.138553463 0.19606277 0.027414680
## PITT 1.253352401 0.70258550 1.316751300 0.74856524 1.893935774
## POLK 1.535854728 1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH 0.670940896 0.03718190 -0.453221843 -0.60241898 0.867803909
## RICHMOND -1.014437407 -1.36123277 0.002749816 0.56514931 -0.271600925
## ROBESON -0.422193828 -0.79437698 2.365243493 2.30299700 2.173821910
## ROWAN -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON -0.416532624 -0.72108224 0.784717373 1.02030101 0.979850371
## SCOTLAND -0.732620457 -1.04830336 0.955989119 1.43281943 0.620457947
## STANLY -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES 0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## TRANSYLVANIA -0.062409013 0.45258862 -1.217028466 -1.30195856 -0.450718831
## UNION 1.331549171 0.38893456 0.478454236 -0.21901075 -0.303753082
## VANCE -0.520693662 -0.74853595 1.213919632 1.91320111 0.916134717
## WAKE 2.418050106 1.45224702 1.587815158 0.30972769 -0.227758754
## WASHINGTON -1.979682802 -1.99330561 -0.069996049 1.00415660 -1.443295131
## WATAUGA 0.712998538 2.53023389 -1.175050392 -1.32329911 1.127894699
## WAYNE 0.589761747 0.02569249 1.057404073 0.93261749 1.438958685
## WILKES -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON 0.100172410 -0.43552148 1.115019933 1.41217198 0.669471759
## YANCEY -0.024653676 1.00857737 -1.322432180 -1.35650881 0.480623357
## lowincpct lesshs lesshspct under5 under5pct
## ALAMANCE 0.17789063 -0.35102045 0.07527144 0.116257896 0.448117199
## ALEXANDER -0.22295738 1.25685725 0.84509107 -0.104741920 -0.038136266
## ALLEGHANY 1.14403565 0.53354946 1.71177900 -1.269052817 -0.979503099
## ANSON 0.92267341 0.78071878 0.76480775 -0.526234620 -0.242456264
## ASHE -0.22382165 -0.19340220 0.08240277 -0.837698896 -0.724417483
## AVERY 0.73046100 -0.18260724 0.01184513 -1.265913684 -1.244566709
## BEAUFORT 0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BUNCOMBE -0.66856823 -1.05481259 -1.46712504 0.143610170 0.055155763
## BURKE 0.06043337 1.40543911 0.93183944 -0.177118163 -0.365394293
## CABARRUS -1.04866566 -0.27404023 -0.74331642 1.900474441 1.299267405
## CALDWELL 0.44375661 0.94369618 1.08651309 -0.403438149 0.026243700
## CATAWBA -0.55301076 0.37921822 -0.06903556 0.465848299 0.489787935
## CHATHAM -1.31178262 0.46333733 -0.60747462 0.634306911 -0.081663978
## CHEROKEE 0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLEVELAND 0.75571322 -0.35097347 0.26921687 -0.297451324 0.425316728
## CRAVEN -0.34428023 -0.68727157 -0.51981057 0.822164287 1.204276589
## DAVIDSON 0.12314493 0.57189105 0.52965188 0.132683288 0.136879180
## DAVIE -1.47940801 0.15041860 -0.44046982 0.003263981 -0.789306024
## DUPLIN 1.50971699 3.62031289 2.10941149 0.984780109 0.961669763
## DURHAM -0.78839373 0.14389851 -0.53874396 1.789083889 1.115073593
## EDGECOMBE 1.58175778 0.12866146 1.04599020 -0.399367376 0.742069381
## FORSYTH -0.25413396 -0.91259827 -0.76973507 0.469177767 0.881269094
## FRANKLIN -0.15958956 2.02564052 0.34802008 1.365849958 0.419133161
## GASTON 0.05429053 -0.51013437 0.23303288 -0.145240767 0.680618471
## GRAHAM 1.44097711 -0.21717844 1.10055639 -1.121698182 -0.638509476
## GRANVILLE -0.63815453 1.22429018 0.46997724 0.372252545 -0.536723848
## HALIFAX 1.69819267 0.19089726 1.68050759 -0.837409242 -0.169461133
## HARNETT 0.04891611 0.83099661 -0.24943270 2.652412510 1.611051823
## HAYWOOD -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## IREDELL -1.12980496 -0.88262031 -0.77649631 0.217445764 0.470213574
## JOHNSTON 0.11770742 1.29665349 0.24690962 2.193420604 1.255240117
## LEE 0.29836039 0.65356074 0.58886093 0.836931690 1.356506129
## LENOIR 1.49735920 0.31389399 1.31219773 -0.305326941 0.805682585
## LINCOLN -0.34259020 0.34233384 -0.10813642 0.102061755 0.319086630
## MACON 0.35010450 0.42120078 0.23616948 -0.504605226 -1.049134527
## MADISON -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL 0.53863908 -0.50849267 0.21299746 -0.663806709 0.062793941
## MONTGOMERY 0.68331823 0.62209545 1.08344804 -0.336914721 -0.179469680
## MOORE -1.11429612 -0.87869870 -1.01866005 0.485803990 0.498347718
## NASH -0.19330615 -0.18494282 0.08205787 0.070962456 0.223333288
## NORTHAMPTON 0.84269264 -0.30162508 0.80501010 -1.204054281 -0.400439297
## ORANGE -1.34431681 -1.60006642 -1.89397039 0.284924303 -0.740266279
## PERSON -0.19955874 -0.15034850 -0.16784183 0.001714016 -0.021675569
## PITT 0.74443608 -0.84071257 -1.02113372 0.962655914 0.408324930
## POLK -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH 0.08316632 1.44999920 0.80156044 0.488243755 0.583013476
## RICHMOND 1.36476780 -0.13733107 0.87239766 -0.369161777 1.170084506
## ROBESON 2.06725865 1.69202618 1.70586736 0.765475222 1.791450202
## ROWAN -0.21983786 -0.06526985 -0.14880274 0.150700022 0.323153903
## RUTHERFORD 0.31977974 0.13593339 0.39830282 -0.451400779 -0.372412663
## SAMPSON 1.14091382 1.39554287 1.33827195 0.382566549 1.106382564
## SCOTLAND 1.97572383 0.57233641 0.94709434 0.078517841 1.126506850
## STANLY -0.19222530 -0.35271845 -0.13092456 -0.142304480 0.366634347
## STOKES -0.76413705 0.61204543 0.36557340 -0.421784510 -0.655457606
## SURRY 0.23632611 0.80446795 1.26868034 -0.528379977 -0.008411926
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## UNION -1.87187192 -0.25083027 -0.92965167 1.622951772 0.590676094
## VANCE 1.80639633 0.69387965 1.36706902 0.150081886 1.896193325
## WAKE -2.08090712 -1.00907524 -1.80171308 2.169986608 0.737457622
## WASHINGTON 0.49168724 -0.97894726 0.50369972 -1.194009053 -0.324812114
## WATAUGA 0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE 0.83400627 0.50763427 0.31583805 1.041073939 1.200766903
## WILKES 0.39784540 1.09720771 1.34257468 -0.484053345 -0.402847872
## WILSON 1.21213664 1.08012965 1.58412219 0.279094132 0.353859319
## YANCEY 0.65628652 0.16322035 -0.03474699 -0.507024526 -0.512381654
## over64 over64pct pre1960 pre1960pct vuleopct
## ALAMANCE -0.57693568 -0.387079416 0.753607834 1.08600530 0.27465005
## ALEXANDER 0.44401856 0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY -0.21923340 1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON -0.64589754 -0.193745631 1.172398991 1.22529375 1.37950639
## ASHE 0.39117349 1.152808829 0.404499940 -0.34555988 -1.14502447
## AVERY -0.60231378 1.073685441 0.212553796 -0.02860155 -0.75338794
## BEAUFORT 0.66307527 0.900639849 0.470206474 0.23857495 0.58190062
## BUNCOMBE 0.74114293 -0.134335044 1.821167608 0.92443596 -0.89722986
## BURKE 0.46209394 0.235940277 1.021957641 0.42956387 -0.67553596
## CABARRUS 0.09402601 -1.175483751 0.725972035 0.67819760 -0.25535629
## CALDWELL -0.30531672 0.002335771 0.494447836 0.84729717 -0.66403793
## CATAWBA 0.21701801 -0.462759289 0.225460865 0.05162252 -0.53840772
## CHATHAM 3.22625443 0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE 1.69819934 2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN -0.50382859 0.217087413 0.294298566 0.01731916 -0.15021632
## CLEVELAND -0.68458786 -0.110456660 -0.304766048 0.18998423 0.11802233
## CRAVEN 0.35198007 -0.192899385 -0.572495057 -0.06176704 0.12093823
## DAVIDSON -0.01550347 -0.316848901 -0.004619977 0.02592679 -0.41005602
## DAVIE 1.05011626 0.181737719 0.239429881 -0.11819108 -1.22071447
## DUPLIN 0.53340253 -0.313817701 0.714633220 -0.10719335 1.19130339
## DURHAM -0.42370581 -1.329934026 0.540953276 0.20165572 0.78267677
## EDGECOMBE -0.97717251 0.068713502 0.499954322 1.35318432 1.99900541
## FORSYTH -0.57960082 -0.803741864 0.420981216 0.57130420 0.43812756
## FRANKLIN 1.29019480 -0.391199843 -0.097012981 -0.96220529 0.38524639
## GASTON -1.19173269 -0.653603615 -0.223852405 0.88155457 -0.09485129
## GRAHAM -0.31676499 0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE 0.47818243 -0.338332927 -0.059596473 0.32911082 0.37577675
## HALIFAX -1.14325676 0.414723461 0.516975853 2.00025920 1.89798036
## HARNETT -0.25249980 -1.251020465 -0.207740482 -0.55643916 0.32548460
## HAYWOOD 0.56979600 0.942622392 1.420116773 1.26071737 -1.34717316
## IREDELL -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JOHNSTON 0.34582474 -1.087655444 -0.339152192 -0.46850146 0.13668180
## LEE -0.18700016 -0.806714237 -0.391991074 -0.18562105 0.62973080
## LENOIR -0.57202304 -0.038263300 1.218731372 1.79316932 1.56525797
## LINCOLN 0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON 0.25367463 0.261857474 0.634912491 0.27748802 -0.71263423
## MADISON 1.24967407 1.994479733 0.650899442 -0.51982608 -1.03728055
## MARTIN 0.19926246 0.551970094 0.898412350 0.57070756 -1.20207572
## MCDOWELL -0.46730942 0.933803966 1.154090241 1.55193419 1.07768255
## MONTGOMERY -0.47659815 0.259318622 0.955506812 0.76045248 0.37865613
## MOORE 2.12199341 0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH -0.28532325 -0.186612820 -0.024214637 0.22563818 0.83768504
## NORTHAMPTON -0.74063806 1.486546863 0.478450862 1.56822379 1.47307210
## ORANGE -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PERSON 0.15988183 0.223724608 0.802251055 0.58149124 0.09110380
## PITT -0.64667583 -1.344737342 -1.150855916 -0.57599773 0.84095526
## POLK 3.80465584 2.525389330 3.122800509 0.39553413 -1.18455600
## RANDOLPH 0.21837810 -0.461104463 0.036869774 -0.24838321 -0.45342416
## RICHMOND -1.31439485 -0.540748154 -0.091618442 0.94258233 0.89768722
## ROBESON -0.86097648 -1.080721635 -0.535111778 0.02223687 2.51422612
## ROWAN -0.30400643 -0.427537177 1.577780530 1.46966838 -0.19938859
## RUTHERFORD -0.05945730 0.562138868 1.209594596 1.02124196 -0.54439490
## SAMPSON -0.43560768 -0.393000118 -0.170029447 0.11142122 1.18755595
## SCOTLAND -0.77379414 -0.370266611 -0.145218027 0.74179377 1.78997587
## STANLY -0.38788615 -0.130145249 1.889318458 2.31334672 -0.55668190
## STOKES 0.41316087 0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY -0.45151913 0.175847563 0.376482642 0.46659104 -0.65285579
## TRANSYLVANIA 1.97170457 2.133278268 0.627338719 0.34765533 -1.07098137
## UNION -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE -0.54557487 -0.459350915 0.246931308 1.00550675 2.11782467
## WAKE -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WASHINGTON -1.35806624 0.651836733 -0.913663166 0.04659220 0.96214246
## WATAUGA -0.05950791 -0.380793917 0.305618062 -0.98611117 -1.01271710
## WAYNE -0.17192377 -0.689346065 -0.082976806 0.09548443 1.01712623
## WILKES -0.06331158 0.335312802 -0.098738411 0.19007442 -0.72151812
## WILSON -0.27886488 -0.415969486 0.655643072 1.12199259 1.52353219
## YANCEY 1.12070643 1.259957975 1.420627998 0.17930754 -0.86746883
## vuleo dispeo dslpm cancer resp
## ALAMANCE 0.080447130 0.193585344 1.427111706 0.898839431 0.76080740
## ALEXANDER -0.633244857 -0.948309043 -0.367197250 0.141179842 -0.08669581
## ALLEGHANY -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON 0.820433059 1.282323494 -0.282855853 1.018398893 1.20624270
## ASHE -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT -0.008097535 0.253075960 -0.581241718 -0.709846077 -0.53673513
## BUNCOMBE -0.587455876 -1.138896587 0.624226258 -0.577553838 -0.66179003
## BURKE -0.287543316 -0.536480851 0.226686522 0.441363560 0.35567891
## CABARRUS 0.745983187 -0.686137388 2.858073048 1.593379224 1.61434041
## CALDWELL -0.917124884 -0.759311841 0.042430542 0.240274755 0.13257468
## CATAWBA -0.129931315 -0.587305885 0.910484497 1.138463725 0.75831649
## CHATHAM 0.302984157 -0.868915202 0.113756296 0.713524020 0.75282291
## CHEROKEE -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN -0.532619818 0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLEVELAND -0.365333826 0.031094982 0.883766405 1.215698297 0.99017886
## CRAVEN 0.144681107 -0.169260832 -0.563335489 -0.296132292 0.30171274
## DAVIDSON -0.433895764 -0.659765869 1.342495806 1.075267238 0.93937745
## DAVIE -0.760305970 -1.408021108 0.748110537 0.702268684 0.60993720
## DUPLIN 1.968650760 1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM 2.164870580 1.330026138 2.773027295 1.885425374 1.26274715
## EDGECOMBE 0.702545528 1.598681119 0.100564184 -0.071218017 -0.13271440
## FORSYTH 0.493426071 0.435477498 1.510368773 1.114364796 0.67671568
## FRANKLIN 1.438967158 0.092898431 -0.058244146 0.426158735 0.41406704
## GASTON -0.626000493 -0.256797433 2.167493284 1.923818005 1.56387262
## GRAHAM -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE 0.959687997 0.271354109 0.309798577 0.881822677 0.71763173
## HALIFAX 0.309094442 1.408321832 0.257032844 0.200856319 0.28399264
## HARNETT 1.717125772 0.485537212 0.132442212 0.822427799 1.06043561
## HAYWOOD -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## IREDELL -0.599066426 -0.893141353 1.650924675 1.027109915 1.07999187
## JOHNSTON 1.319213038 -0.310464151 0.763434086 0.421325946 0.60230185
## LEE 0.844328015 0.631604494 0.440639595 0.895744900 2.23422824
## LENOIR 0.433747966 1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN -0.622377025 -1.125821222 0.854504858 1.056736274 0.90988302
## MACON -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL -0.134013739 0.686893112 -0.563434025 -0.696894284 -0.63372792
## MONTGOMERY -0.040723883 0.462507356 -0.403899476 0.944317563 1.28931364
## MOORE -0.469652669 -1.057019138 -0.239329655 1.074387365 1.06640917
## NASH 0.529275674 0.670335076 0.717760396 0.200362909 0.18284293
## NORTHAMPTON -0.092174709 1.154494446 -0.438298190 -0.138225828 -0.14346623
## ORANGE 0.303513936 -0.663926275 1.764163393 1.192612399 1.01402577
## PERSON 0.089452599 -0.005865324 -0.076368245 0.306672776 0.18643023
## PITT 1.650272634 1.076550306 0.481525182 -0.221933497 -0.10271950
## POLK -0.671641552 -1.360697253 -0.099910059 0.006963312 -0.14796936
## RANDOLPH -0.093045586 -0.572351659 0.740760329 0.872487309 0.70155712
## RICHMOND -0.092453685 0.726333975 -0.009447269 1.050826375 1.31373187
## ROBESON 2.518721384 2.879467567 0.227073774 0.469732388 0.75966061
## ROWAN -0.166485497 -0.249416319 1.883033198 1.303015051 1.22170229
## RUTHERFORD -0.791523516 -0.517913696 0.174796782 0.792868333 0.66953062
## SAMPSON 0.891638180 1.180505215 -0.487253764 0.073985138 0.17791298
## SCOTLAND 0.993085849 1.548161653 -0.081688323 1.012707489 1.31171325
## STANLY -0.820209155 -0.665898907 0.616096666 1.761648095 1.30051548
## STOKES -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## UNION 0.250374901 -1.411042429 1.671739718 1.335046559 1.40620958
## VANCE 1.204650412 1.703199117 0.362693120 0.593430810 0.44609475
## WAKE 1.130094442 -0.592168284 2.835262498 1.287363271 1.24771389
## WASHINGTON -0.564807336 0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE 1.267881661 1.070837928 0.081980079 0.304580447 0.25703870
## WILKES -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON 1.063820179 1.231979870 0.711353659 0.276955953 0.17167410
## YANCEY -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
## pnpl prmp ptsdf ozone pm25
## ALAMANCE -0.57686169 0.7600787422 0.77831698 0.71453588 0.73622593
## ALEXANDER -0.29627482 -0.8760752175 -0.62613322 0.57487102 0.90384017
## ALLEGHANY -0.13251605 -1.0990870365 -0.74560167 0.15993844 -1.13357236
## ANSON -0.19012161 -1.0606373585 -0.46837459 0.04985865 0.02786616
## ASHE 0.17469551 -1.1860346492 -0.48435673 0.42264494 -1.45230383
## AVERY -0.60709654 -1.1775084938 -0.73946093 0.37447457 -1.49266263
## BEAUFORT 1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BUNCOMBE 1.61396042 -0.2472810412 1.34051840 0.50270937 -0.79187607
## BURKE -0.57653627 1.3836509227 0.07732765 0.34088032 0.54872663
## CABARRUS 2.27373879 0.5098766438 0.17274455 2.06021829 1.48121302
## CALDWELL -0.55459419 2.2309275883 1.32967496 0.40137851 0.36095621
## CATAWBA -0.20863630 1.8668387694 1.44852586 1.01196557 1.53146632
## CHATHAM -0.39697945 0.4651986967 -0.60270302 0.38069901 0.82084078
## CHEROKEE -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLEVELAND 0.68746495 0.4538352972 0.09111301 0.87392943 1.60404348
## CRAVEN 0.70058516 0.5776341230 -0.26326557 -1.87380370 -1.22717162
## DAVIDSON -0.45249677 0.7954716368 0.44396511 1.84095619 0.92621970
## DAVIE -0.26660716 -0.4322777326 -0.33631387 1.61337413 0.97236727
## DUPLIN -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM 0.20985805 0.8537537227 2.90049958 0.65494904 1.68797344
## EDGECOMBE -0.61708797 1.3611933615 -0.16425623 -0.45176556 0.01753294
## FORSYTH -0.45223085 0.7080517894 3.29007914 1.77402594 0.77842857
## FRANKLIN -0.42280564 -0.6768527900 -0.41895257 0.18114282 0.82304144
## GASTON 3.97196114 3.5192904026 1.67113736 1.29582615 1.97543469
## GRAHAM -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE 3.63056452 -0.2639752254 0.38751093 0.44404133 1.00047850
## HALIFAX -0.66186133 0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT -0.38335226 -0.1412771668 -0.56467623 0.16748599 1.08248324
## HAYWOOD 2.95673121 1.2178619148 -0.46307164 0.54047227 -1.19607514
## IREDELL 1.57059705 1.5845088685 0.34149208 1.55920971 1.48673219
## JOHNSTON -0.48227339 0.5273213592 -0.46638472 -0.11218785 1.01952765
## LEE -0.49436192 0.1556513895 0.63014088 0.19857789 0.79615430
## LENOIR -0.58365445 0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN -0.26022908 1.0464324370 0.22904150 1.28673075 1.76404040
## MACON -0.44362471 -0.3000954873 -0.22602015 0.24817656 -0.49184880
## MADISON -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN -0.36144890 -0.8119637487 -0.41048697 0.88516151 -1.06301655
## MCDOWELL -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MONTGOMERY -0.49068329 -0.0007700371 -0.61251920 0.24091791 -0.46721336
## MOORE 2.44009240 -0.5300262646 -0.51091746 0.12021739 0.05590875
## NASH -0.63421864 0.7945993986 0.30810164 -0.26318083 0.37210295
## NORTHAMPTON -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ORANGE -0.25643367 -0.6738240723 1.67729917 0.52719711 1.29013338
## PERSON 1.83651016 -0.0083302524 -0.40086149 0.39533710 0.64970714
## PITT -0.31731781 -0.0724068497 1.23908027 -0.63779280 -0.31802045
## POLK -0.06113608 -1.0054798827 -0.71799231 0.30557541 0.36364253
## RANDOLPH -0.61340370 0.1877666581 0.57764927 1.10220206 0.41645549
## RICHMOND 0.74144204 0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON -0.49219584 1.1225145097 -0.35105459 -0.58761114 0.41582973
## ROWAN 0.90628586 1.0161704153 0.41923161 1.88286674 1.23940433
## RUTHERFORD -0.40305503 0.6793399649 -0.04416178 0.49904003 0.86476888
## SAMPSON -0.48994269 0.2118518872 -0.45890083 -0.75828633 0.40961828
## SCOTLAND -0.39877769 0.0336010080 -0.39881048 -0.06795602 0.33271393
## STANLY -0.39312541 0.0670822711 -0.52892379 0.96231776 0.34948871
## STOKES -0.48921930 -0.8969114006 -0.33667519 0.91178746 -0.03230704
## SURRY -0.37368820 0.5864631443 -0.55118498 0.40382969 -0.32250175
## TRANSYLVANIA -0.32183194 -0.3886707238 0.31142535 -0.41722056 -1.15153171
## UNION -0.12096644 0.2263286766 0.66611301 0.87403365 1.24137536
## VANCE -0.07756038 0.2502638641 0.06680041 0.05577599 0.61712154
## WAKE 0.99295694 -0.3185729767 2.18623378 0.61482826 1.72786021
## WASHINGTON -0.57879973 0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA -0.47584878 -1.1836198683 -0.17581308 0.43692845 -1.38719532
## WAYNE -0.65382866 -0.4675997465 -0.02234455 -0.47651172 0.49630212
## WILKES -0.31684422 1.7310747063 -0.33136439 0.19366935 -0.21070069
## WILSON -0.63660855 2.9255496443 0.07110618 -0.19927714 0.42980898
## YANCEY -0.43129531 -1.1187296011 -0.28995398 0.77760736 -1.44839560
## d_dslpm_2 d_cancr_2 d_pnpl_2 d_ptsdf_2 d_ozone_2
## ALAMANCE 0.54159287 0.19251630 -0.008007687 -0.10238330 0.160894954
## ALEXANDER -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON 1.05648189 1.46264399 0.599301308 0.14771799 1.241140885
## ASHE -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT 0.24022798 0.18968866 2.373085739 0.13288793 0.199953249
## BUNCOMBE -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS -1.17759274 -0.86490424 0.408752826 -0.63398339 -0.787775659
## CALDWELL -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CATAWBA -0.67746253 -0.69466923 -0.436638558 0.46710984 -0.658430253
## CHATHAM -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN 0.20841104 0.28136512 0.015522093 -0.24486084 0.338656142
## CLEVELAND 0.09943838 0.00573901 0.217493382 -0.10019157 -0.005311666
## CRAVEN -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## DAVIDSON -0.72085222 -0.77017594 -0.251171604 0.05425464 -0.754338695
## DAVIE -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN 1.23896208 1.60547213 0.272157452 -0.13497093 1.554809272
## DURHAM 3.06946256 1.82494832 1.078053694 4.16705600 1.333531370
## EDGECOMBE 1.77581670 1.57395751 0.220347369 0.71257842 1.521766990
## FORSYTH 0.92843387 0.51747980 0.039294168 2.81933032 0.441013018
## FRANKLIN -0.06264564 0.04743296 -0.006420478 -0.31642975 0.048507593
## GASTON -0.30838172 -0.31308150 0.147934978 0.56173396 -0.312034038
## GRAHAM -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE 0.40284162 0.31152759 4.954098794 0.64551831 0.235102495
## HALIFAX 1.28993909 1.38160926 0.156357452 0.04545381 1.321245791
## HARNETT 0.43604024 0.50147631 0.141941306 -0.18734435 0.447997767
## HAYWOOD -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## IREDELL -1.37927828 -1.11526164 0.065408736 -0.34437669 -1.006162274
## JOHNSTON -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## LEE 0.80529919 0.68478907 0.117478735 1.61551355 0.597385646
## LENOIR 1.03048134 0.99624490 0.172517652 0.02474698 0.996208371
## LINCOLN -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL 0.44722931 0.55990244 0.146851578 -0.26039991 0.615490275
## MONTGOMERY 0.29313164 0.49106846 0.131473699 -0.21807359 0.418089889
## MOORE -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH 0.89405934 0.65242108 0.059739072 0.56160012 0.620649938
## NORTHAMPTON 0.90062101 1.09795529 0.101458204 -0.12752146 1.065874166
## ORANGE -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PERSON 0.13425522 -0.03468539 1.332880371 0.08026645 -0.044528371
## PITT 1.37050764 0.99768693 0.409280644 2.51548304 1.005463405
## POLK -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND 0.65063562 0.80234761 0.802873117 0.01864683 0.683003892
## ROBESON 2.89430189 3.03661251 0.784617404 0.46308202 2.765862652
## ROWAN -0.16465185 -0.30572703 0.031684567 0.29330786 -0.307832142
## RUTHERFORD -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON 0.81555549 1.13475711 0.233738490 0.12828506 1.081550618
## SCOTLAND 1.42383162 1.77259883 0.493370782 0.26983792 1.500403113
## STANLY -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## UNION -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE 1.83984494 1.82430992 0.926559608 0.91617909 1.663449592
## WAKE -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WASHINGTON 0.44710781 0.64899558 0.147536183 -0.22978926 0.741203318
## WATAUGA -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE 1.13114419 1.12897770 0.102953937 0.82348811 0.999848001
## WILKES -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON 1.57153369 1.26321898 0.146729641 0.29705925 1.177465237
## YANCEY -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
## d_pm25_2 arealand areawater npl_cnt tsdf_cnt
## ALAMANCE 0.14707431 -0.834545757 -0.20707231 -0.43775435 0.318872389
## ALEXANDER -1.06191144 -0.365374018 -0.20336850 -0.43775435 -0.628462442
## ALLEGHANY -0.34379575 0.328343365 -0.20478671 -0.43775435 -1.240170076
## ANSON 1.20419473 0.769489687 -0.19384627 -0.43775435 -0.467486749
## ASHE -0.96370154 0.196678409 -0.20402142 3.21361669 0.094464762
## AVERY -0.57618873 -0.059067083 -0.21265574 -0.43775435 -1.240170076
## BEAUFORT 0.17341199 0.491319505 0.03255237 1.85739316 -0.820713413
## BUNCOMBE -1.11314654 -0.800393197 -0.21188788 1.12711895 1.238437479
## BURKE -0.61640781 -0.504724122 -0.20429134 -0.43775435 0.531672726
## CABARRUS -0.81138560 -0.828204332 -0.21146970 0.41682185 0.633997994
## CALDWELL -0.84302939 -0.578691532 -0.21047983 -0.43775435 2.074890649
## CATAWBA -0.70799113 -0.802908679 -0.20322023 -0.43775435 2.314173228
## CHATHAM -1.03232138 0.207055054 -0.16211760 -0.43775435 -0.401256749
## CHEROKEE -0.92086591 0.353694045 -0.17850877 -0.43775435 0.158018802
## CHOWAN 0.29599979 -0.266054507 0.07314443 -0.43775435 -1.240170076
## CLEVELAND -0.02087357 -0.683477080 -0.20999889 0.60549452 0.285126881
## CRAVEN -0.20783794 -0.351610181 -0.14483740 0.81740444 -0.551998988
## DAVIDSON -0.75494771 -0.743513588 -0.20455693 -0.43775435 0.391050281
## DAVIE -1.55112952 -0.384238594 -0.20584725 -0.43775435 -0.065691419
## DUPLIN 1.61522210 0.504046521 -0.20276248 -0.43775435 -0.808376452
## DURHAM 1.44171445 -0.958696694 -0.20845764 -0.43775435 2.502041331
## EDGECOMBE 1.52665866 -0.370592730 -0.21135572 -0.43775435 -0.615447386
## FORSYTH 0.40070479 -0.971550595 -0.21213101 -0.43775435 1.599361656
## FRANKLIN 0.02668737 0.002826467 -0.20728634 -0.43775435 0.717294352
## GASTON -0.35052231 -0.946516334 -0.21033481 1.41959046 0.796498115
## GRAHAM -0.38065412 1.333910858 -0.13381958 -0.43775435 0.594952826
## GRANVILLE 0.22602618 0.018146839 -0.20185370 4.58288083 1.971295002
## HALIFAX 1.32278802 -0.143009532 -0.20493570 -0.43775435 -0.664445244
## HARNETT 0.45787071 -0.436766358 -0.20654930 -0.43775435 -0.758826364
## HAYWOOD -1.18541869 -0.319037045 -0.21207245 2.90933577 -0.628462442
## IREDELL -1.05506184 -0.743199935 -0.19971608 0.99671284 0.594952826
## JOHNSTON -0.40394277 -0.458955122 -0.20986697 -0.43775435 0.158018802
## LEE 0.60694252 -0.626206597 -0.20600192 -0.43775435 1.934096564
## LENOIR 0.98841279 -0.520417855 -0.21017472 -0.43775435 0.009275304
## LINCOLN -1.32322119 -0.690882007 -0.20149685 -0.43775435 1.108787238
## MACON -0.78006731 -0.142930960 -0.20191393 -0.43775435 0.654150339
## MADISON -0.90253032 0.136606430 -0.20375672 -0.43775435 -1.240170076
## MARTIN -1.13989292 0.778051469 -0.20568008 -0.43775435 -0.322608625
## MCDOWELL 0.57901497 0.356495354 -0.21245964 -0.43775435 -1.240170076
## MONTGOMERY 0.36614948 0.396721249 -0.18344596 -0.43775435 -0.572852657
## MOORE -1.10988917 -0.272192049 -0.20413176 3.79014896 -0.467486749
## NASH 0.62062730 -0.532118616 -0.21094905 -0.43775435 0.792581446
## NORTHAMPTON 1.05805962 0.532517714 -0.17178179 -0.43775435 -0.572852657
## ORANGE -0.77412768 -0.731696581 -0.21035767 -0.43775435 0.130055024
## PERSON -0.06779035 -0.083489394 -0.18287358 2.65186730 -0.675516875
## PITT 0.97824027 -0.632701501 -0.21118084 -0.43775435 1.359587368
## POLK -1.44081133 0.228879650 -0.20920649 -0.43775435 -1.240170076
## RANDOLPH -0.65011436 -0.480323019 -0.20751599 -0.43775435 0.808339210
## RICHMOND 0.65196018 -0.317630234 -0.20373942 1.52151791 -0.882097314
## ROBESON 2.88169559 -0.369889974 -0.21189763 -0.43775435 -0.406023302
## ROWAN -0.32710034 -0.722371776 -0.20465464 0.41682185 0.633997994
## RUTHERFORD -0.59536847 -0.362653431 -0.21107087 -0.43775435 0.171462925
## SAMPSON 1.12700698 0.308891900 -0.21058404 -0.43775435 -0.913926004
## SCOTLAND 1.50863725 -0.299998875 -0.20974922 -0.43775435 0.391050281
## STANLY -0.74468719 -0.513897107 -0.19942834 -0.43775435 -0.282714649
## STOKES -1.42824365 -0.123581246 -0.19895906 -0.43775435 -0.293009869
## SURRY -0.55584594 -0.483650396 -0.20891337 -0.43775435 -0.493679404
## TRANSYLVANIA -0.97099571 -0.080337289 -0.20817212 -0.43775435 1.696026566
## UNION -1.61810220 -0.675932054 -0.20892103 -0.43775435 1.610506276
## VANCE 1.70079872 -0.576223096 -0.18090348 -0.43775435 -0.350413517
## WAKE -0.72067738 -0.961177321 -0.21012158 0.09189507 1.147506315
## WASHINGTON 0.68279628 0.446954465 0.11721287 -0.43775435 -1.240170076
## WATAUGA -0.86298958 -0.415346315 -0.21145205 -0.43775435 -0.293009869
## WAYNE 1.03479845 -0.593629014 -0.21002582 -0.43775435 -0.457184304
## WILKES -0.69757818 -0.139983273 -0.21007464 -0.43775435 -0.132171343
## WILSON 1.19466978 -0.640138282 -0.20674536 -0.43775435 0.628318697
## YANCEY -0.78424798 0.509521564 -0.21038457 -0.43775435 1.018442726
## shape_length shape_area cluster bf_prop
## ALAMANCE -1.004614926 -0.570739709 3 -0.03513348
## ALEXANDER -0.247982846 -0.309803626 3 -1.28447255
## ALLEGHANY 0.491340833 0.084238178 1 0.23019103
## ANSON 0.533792116 0.298876995 1 0.76847090
## ASHE 0.621000504 0.009792536 3 0.43636036
## AVERY 0.371453730 -0.143457939 1 0.28534718
## BEAUFORT 0.340911248 0.284172306 3 0.41765482
## BUNCOMBE -0.881475362 -0.556184260 3 0.68528816
## BURKE -0.498977247 -0.388721264 1 -0.49968520
## CABARRUS -1.066718248 -0.571982807 3 -0.07809542
## CALDWELL -0.679360962 -0.431435266 3 0.49903614
## CATAWBA -0.882699399 -0.552577113 3 -0.28724715
## CHATHAM 0.198116582 0.025501297 3 0.10266243
## CHEROKEE 0.633198385 0.085796213 3 0.73588077
## CHOWAN 0.014587738 -0.097867343 3 0.17548566
## CLEVELAND -0.714674750 -0.492521571 3 0.24060580
## CRAVEN -0.438699215 -0.278306379 3 -0.53049333
## DAVIDSON -0.822743479 -0.520073488 1 -1.55002163
## DAVIE -0.242226375 -0.321530179 1 -0.46928750
## DUPLIN 0.545875870 0.149929092 3 -0.23107882
## DURHAM -1.235448270 -0.640356895 3 0.15065159
## EDGECOMBE -0.423063400 -0.317212035 3 0.28089889
## FORSYTH -1.272893626 -0.649383282 2 3.95960284
## FRANKLIN 0.163158097 -0.106020664 3 -0.14022282
## GASTON -1.176103576 -0.636061049 3 -0.13707296
## GRAHAM 1.270647421 0.648689061 3 0.24255402
## GRANVILLE -0.031018608 -0.091011577 3 -0.25718133
## HALIFAX -0.250853411 -0.183307771 1 -0.01079776
## HARNETT -0.388545948 -0.355942192 1 -0.13294985
## HAYWOOD -0.386225985 -0.292858921 3 0.46303232
## IREDELL -0.843780764 -0.517148468 3 -0.86802940
## JOHNSTON -0.383091111 -0.368600293 3 -0.10299680
## LEE -0.723768701 -0.458256103 1 -0.54471975
## LENOIR -0.547612924 -0.404515822 1 0.36478023
## LINCOLN -0.707358404 -0.491072384 3 -0.46594245
## MACON 0.001205813 -0.189180064 1 12.72107015
## MADISON 0.225651756 -0.045386389 1 0.45482599
## MARTIN 0.883408796 0.319251982 1 0.77616238
## MCDOWELL 0.510569931 0.082565186 1 0.16701786
## MONTGOMERY 0.480313017 0.110406818 1 0.48096711
## MOORE -0.308486478 -0.265527414 3 -0.41294121
## NASH -0.582029322 -0.405825418 1 -0.73346820
## NORTHAMPTON 0.681602573 0.215617895 1 0.19236838
## ORANGE -0.914013746 -0.515467589 3 -0.14515843
## PERSON -0.275084353 -0.135809870 1 -2.04202452
## PITT -0.784158934 -0.463933171 3 -0.21165954
## POLK 0.478992829 0.003921703 3 -0.37752189
## RANDOLPH -0.483520731 -0.377405731 1 -0.37125894
## RICHMOND -0.546654085 -0.293167956 1 0.28823467
## ROBESON -0.342952452 -0.329227571 3 1.54487420
## ROWAN -0.890402779 -0.509257528 1 5.57595022
## RUTHERFORD -0.408967601 -0.317690388 3 0.30030325
## SAMPSON 0.296646237 0.041406525 3 1.88581301
## SCOTLAND -0.440327524 -0.288602261 1 -1.67406323
## STANLY -0.542800059 -0.394524569 1 0.75223019
## STOKES 0.101912849 -0.167127224 1 -5.96963652
## SURRY -0.374739388 -0.374067373 1 0.22810933
## TRANSYLVANIA 0.054430987 -0.164750793 3 -2.42680211
## UNION -0.806133576 -0.489699968 3 -0.03529178
## VANCE -0.667579270 -0.410475601 3 0.82435438
## WAKE -1.264027586 -0.643084940 2 0.37526010
## WASHINGTON 0.391475220 0.315462626 3 0.15269123
## WATAUGA -0.104195162 -0.339018720 3 -0.33630549
## WAYNE -0.634007708 -0.443398130 3 -0.40814984
## WILKES -0.054790683 -0.185189481 3 0.57331411
## WILSON -0.779954595 -0.464878472 1 -5.87847576
## YANCEY 0.833917367 0.169358183 1 0.78952046ej.scaled## per_tested num_high_lead per_highlead_h fips bf_acreage
## ALAMANCE -0.88410296 1.43983603 -1.44746761 -1.70622042 0.004331364
## ALEXANDER 0.68669397 -0.56838836 -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY -1.70237856 -0.69009893 0.38840094 -1.63728222 -0.313485055
## ANSON -1.67315443 -0.44667779 2.10952771 -1.60281312 -0.295068874
## ASHE 0.01453900 -0.75095421 -1.47615306 -1.56834402 -0.313485055
## AVERY 0.18257774 -0.56838836 0.96210986 -1.53387492 -0.308258594
## BEAUFORT 1.02277145 -0.44667779 -0.47216244 -1.49940582 -0.138494723
## BUNCOMBE -0.12427561 0.40529619 -0.61558967 -1.36152943 0.379309338
## BURKE 1.00085335 0.22273034 0.24497371 -1.32706033 -0.122147159
## CABARRUS -0.89871502 0.52700676 -0.32873521 -1.29259123 -0.155290793
## CALDWELL 0.46020697 -0.14240137 -0.18530798 -1.25812213 -0.210411191
## CATAWBA 0.21910791 -0.02069080 -0.61558967 -1.12024573 -0.156766284
## CHATHAM -0.92793915 -0.56838836 -0.75901690 -1.08577663 0.159392495
## CHEROKEE -0.08774545 -0.69009893 -1.04587136 -1.05130753 -0.313485055
## CHOWAN 0.12412949 -0.69009893 -0.61558967 -1.01683843 -0.230209501
## CLEVELAND 0.86203874 0.10101977 -0.18530798 -0.94790023 -0.141707486
## CRAVEN 1.05199558 0.22273034 -0.32873521 -0.87896203 -0.228818219
## DAVIDSON 0.93509906 1.19641489 0.24497371 -0.74108564 -0.278748769
## DAVIE 0.37253458 -0.32496722 0.53182817 -0.70661654 -0.297100878
## DUPLIN 0.83281461 -0.44667779 -0.75901690 -0.67214744 -0.185139285
## DURHAM -0.54802548 0.64871733 -0.75901690 -0.63767834 0.237847074
## EDGECOMBE 0.54057332 -0.26411193 -0.18530798 -0.60320924 -0.269842733
## FORSYTH 0.08759933 3.02207343 0.10154648 -0.56874014 0.763499064
## FRANKLIN -0.12427561 -0.50753307 -0.75901690 -0.53427104 -0.287169687
## GASTON -1.58548205 0.16187506 -0.47216244 -0.49980194 0.084687056
## GRAHAM -0.56263754 -0.75095421 -1.47615306 -0.43086374 -0.279188121
## GRANVILLE -0.27770228 -0.69009893 -1.33272583 -0.39639464 -0.283297895
## HALIFAX 1.05199558 0.28358563 1.39239155 -0.29298734 0.014171023
## HARNETT -0.95716328 0.83128319 0.53182817 -0.25851825 -0.262035078
## HAYWOOD 0.37984061 -0.50753307 -0.75901690 -0.22404915 -0.276478782
## IREDELL -0.56994357 0.10101977 -0.47216244 -0.05170365 -0.196049865
## JOHNSTON -0.63569786 -0.08154608 -0.90244413 0.01723455 -0.244808809
## LEE 0.40175871 -0.02069080 0.10154648 0.08617275 -0.257806313
## LENOIR 1.30040067 0.28358563 0.96210986 0.12064185 -0.262007618
## LINCOLN -1.71699063 -0.38582250 -0.18530798 0.15511095 -0.225728108
## MACON -0.06582735 -0.44667779 0.24497371 0.18958005 -0.299489855
## MADISON 0.22641394 -0.56838836 0.24497371 0.22404915 -0.311608654
## MARTIN 1.30040067 -0.44667779 0.38840094 0.25851825 -0.284588492
## MCDOWELL 0.21180187 -0.32496722 0.24497371 0.29298734 -0.178475776
## MONTGOMERY 1.90680134 -0.14240137 1.53581878 0.39639464 -0.310235679
## MOORE 1.05930161 0.04016449 -0.47216244 0.43086374 -0.259087757
## NASH 1.05199558 0.77042790 0.67525540 0.46533284 0.036422383
## NORTHAMPTON 0.51865523 -0.56838836 0.24497371 0.53427104 -0.306986303
## ORANGE -0.85487883 -0.38582250 -0.75901690 0.60320924 -0.187931002
## PERSON -1.60009411 -0.32496722 1.53581878 0.77555474 -0.289970557
## PITT 0.02184504 -0.02069080 -0.75901690 0.81002384 -0.237989697
## POLK -1.43205537 -0.69009893 -0.32873521 0.84449293 -0.266822187
## RANDOLPH 0.66477587 0.70957262 0.10154648 0.87896203 -0.216214302
## RICHMOND 1.23464638 0.34444091 1.39239155 0.91343113 -0.304331883
## ROBESON 0.73053016 0.46615148 -0.32873521 0.94790023 0.240409962
## ROWAN 0.13143552 0.70957262 0.24497371 1.01683843 0.358467567
## RUTHERFORD -2.19188272 -0.62924364 -0.75901690 1.05130753 -0.161359345
## SAMPSON 1.38807306 0.10101977 -0.04188075 1.08577663 -0.279700699
## SCOTLAND 0.91318096 -0.14240137 0.67525540 1.12024573 0.769573108
## STANLY 1.15428003 0.22273034 0.67525540 1.15471483 -0.296158101
## STOKES -0.17541783 -0.32496722 0.67525540 1.18918393 -0.307773476
## SURRY -0.62839183 0.46615148 2.10952771 1.22365303 -0.160892534
## TRANSYLVANIA 0.48943110 -0.56838836 -0.32873521 1.29259123 0.870596662
## UNION -2.05306811 -0.14240137 -0.61558967 1.36152943 -0.076147896
## VANCE -0.67953406 -0.50753307 -0.47216244 1.39599852 -0.277842605
## WAKE -0.84026676 5.21286367 -0.32873521 1.43046762 0.918577586
## WASHINGTON -0.07313338 -0.69009893 -0.61558967 1.49940582 -0.291517443
## WATAUGA 1.10313780 -0.38582250 -0.04188075 1.53387492 -0.277897524
## WAYNE 0.13874155 -0.02069080 -0.61558967 1.56834402 -0.227024197
## WILKES 0.56979745 -0.32496722 -0.47216244 1.60281312 -0.287535814
## WILSON 1.13236193 0.52700676 0.53182817 1.63728222 -0.269202011
## YANCEY -1.00830550 -0.62924364 0.24497371 1.70622042 -0.240561738
## objectid id acstotpop acsipovbas acseducbas
## ALAMANCE -1.58767489 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER -1.55097332 -1.679863730 0.24405742 0.211718117 0.45702447
## ALLEGHANY -1.54159701 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON -1.53356017 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE -1.52257649 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY -1.51239649 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT -1.49873387 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BUNCOMBE -1.37255549 -1.370440686 0.55350341 0.569888246 0.91133259
## BURKE -1.31576183 -1.335665393 0.24444822 0.242772331 0.43113102
## CABARRUS -1.27504184 -1.300852369 1.98847498 2.086895550 1.90171683
## CALDWELL -1.23325028 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CATAWBA -1.13975505 -1.129112939 0.54575400 0.599701222 0.57678978
## CHATHAM -1.10492875 -1.094496593 1.55258833 1.634761649 2.10943696
## CHEROKEE -1.08992665 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN -1.08055034 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLEVELAND -1.05242140 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## CRAVEN -0.98946616 -0.871576525 0.43133100 0.323919951 0.17189396
## DAVIDSON -0.81372728 -0.749258894 0.17983541 0.248139727 0.23352823
## DAVIE -0.77809729 -0.714473258 0.63308927 0.736209011 0.85295311
## DUPLIN -0.76229151 -0.679845863 0.80119539 0.884907376 0.74895777
## DURHAM -0.71219521 -0.646814433 1.57878903 1.468819393 1.67929722
## EDGECOMBE -0.65861629 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH -0.58092684 -0.577995121 0.19282213 0.202303876 0.02124225
## FRANKLIN -0.50779160 -0.542548503 2.04795261 2.044113938 2.27651603
## GASTON -0.45340899 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GRAHAM -0.39956217 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE -0.38884639 -0.389057471 1.10154925 0.990568906 1.31590536
## HALIFAX -0.20319540 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT -0.17319120 -0.266740218 1.97093175 1.953445006 1.69828195
## HAYWOOD -0.14399069 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## IREDELL -0.03576126 -0.060187717 0.22585625 0.316367651 0.17116760
## JOHNSTON 0.03067661 0.008371874 2.37685845 2.468148322 2.33210651
## LEE 0.06684239 0.077099762 0.47328248 0.535089609 0.33317512
## LENOIR 0.08934554 0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN 0.11533132 0.146700454 0.48445491 0.574076436 0.66928918
## MACON 0.13703079 0.196655951 -0.02354282 0.007790672 0.15908142
## MADISON 0.15283657 0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN 0.16462393 0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL 0.17453603 0.300013523 -1.06860292 -0.973482525 -1.09646682
## MONTGOMERY 0.49091960 0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE 0.51208328 0.437487977 0.62742044 0.707469983 0.93235393
## NASH 0.54476642 0.455751552 -0.04965775 -0.007162906 -0.11206474
## NORTHAMPTON 0.63236797 0.540325920 -1.59582515 -1.600315460 -1.60283954
## ORANGE 0.70978952 0.593574368 1.29466131 1.003413274 0.80312107
## PERSON 0.78131739 0.781503476 0.14200151 0.211149358 0.26760210
## PITT 0.81400053 0.800119388 1.12439863 1.059485848 0.45627675
## POLK 0.84293315 0.850407796 0.70677276 0.772419211 1.43005726
## RANDOLPH 0.86918683 0.869542064 0.58238140 0.661677521 0.61626910
## RICHMOND 0.90320945 0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON 0.93776785 0.954472307 0.15561782 0.169539503 -0.21387511
## ROWAN 1.02349414 1.007705238 0.06428816 0.066200648 0.00796831
## RUTHERFORD 1.06260676 1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON 1.08859254 1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND 1.10788095 1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY 1.12743726 1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES 1.14806514 1.180305204 0.05155648 0.132961576 0.31514744
## SURRY 1.17217566 1.229578136 -0.70533078 -0.630655646 -0.76158487
## TRANSYLVANIA 1.20110828 1.298996943 -0.35874234 -0.352403870 -0.01665108
## UNION 1.23807774 1.351714989 2.15766659 2.233343170 1.82002536
## VANCE 1.27451141 1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE 1.40524400 1.421253533 2.44784241 2.463992051 2.43641174
## WASHINGTON 1.53919131 1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA 1.55151447 1.539486693 0.82632468 0.421083627 -0.08898791
## WAYNE 1.57991130 1.558096930 0.55622758 0.563922201 0.36681955
## WILKES 1.61420181 1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON 1.64313443 1.627004518 0.04579453 0.096185685 -0.06459216
## YANCEY 1.67635337 1.712438555 -0.30469348 -0.210186943 -0.04271315
## acstothh acstothu minorpop minorpct lowincome
## ALAMANCE -0.045717388 -0.69541681 0.120161568 0.27124268 -0.034519893
## ALEXANDER -0.004650632 -0.23633285 -0.955061509 -1.02232047 0.246816101
## ALLEGHANY -1.191069112 0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON -0.604288283 -0.74433419 0.960542362 1.35042427 0.236003797
## ASHE -0.301975983 0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY -1.358230537 1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT -0.170459829 0.16381607 -0.029632812 0.37585340 0.154602322
## BUNCOMBE 1.041081256 0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE 0.215584722 -0.06122462 -0.666965925 -0.87147401 0.651532813
## CABARRUS 1.664577534 0.78886383 0.863996433 0.11021583 0.368679492
## CALDWELL -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CATAWBA 0.599126287 0.04027293 -0.254691480 -0.44791069 0.257321089
## CHATHAM 2.052893509 1.28097260 0.351139560 -0.27565072 0.213928385
## CHEROKEE -0.049651671 1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN -1.225115048 -1.36097846 -0.221452013 0.06192854 -1.048398396
## CLEVELAND -0.789107423 -1.05192106 -0.463994337 -0.16214476 0.072704390
## CRAVEN 0.560750423 0.10909092 0.283301687 0.29283441 -0.157019725
## DAVIDSON 0.286787863 -0.20315376 -0.617274827 -0.56446695 0.173749241
## DAVIE 0.572172079 0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN 0.577733518 0.30424192 1.319550156 0.87367883 3.058865136
## DURHAM 1.983265372 1.07600642 2.462425895 1.30443852 0.692875562
## EDGECOMBE -0.994474282 -1.29671687 0.904280904 1.85644844 0.131149282
## FORSYTH 0.265046123 -0.31236334 0.672261133 0.65339469 0.007756527
## FRANKLIN 2.136694101 1.50453631 1.142572890 0.54832511 1.737118944
## GASTON -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GRAHAM -1.364044429 0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE 0.717857657 0.24235838 1.073698639 0.73281041 0.272361810
## HALIFAX -1.338343086 -1.45332033 0.551201604 1.68205646 -0.333797707
## HARNETT 1.410681302 0.85183798 1.243964525 0.38787373 2.332012510
## HAYWOOD -0.199856481 0.14019028 -1.361679318 -1.38570852 -1.168790021
## IREDELL 0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JOHNSTON 1.920930731 1.11157857 0.905767276 0.12301414 2.024817797
## LEE 0.130025975 -0.39015937 0.759706324 0.66685225 0.862443873
## LENOIR -0.679601955 -0.91144313 0.522778958 1.34744260 0.156420387
## LINCOLN 0.576231233 -0.08863151 -0.810768910 -0.91745542 0.092908099
## MACON 0.059933019 -0.21055549 -1.030015476 -1.03682221 0.433000878
## MADISON -0.098276955 1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL -1.025781587 -1.14367083 0.202651983 1.12970376 -0.773130348
## MONTGOMERY -0.837815076 0.14363955 -0.047350080 0.19422231 -0.231860480
## MOORE 0.941187168 0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH -0.062382993 -0.40080439 0.888378198 1.12921981 -0.404628922
## NORTHAMPTON -1.523181721 -1.29873366 0.333538609 1.50051012 -1.141504582
## ORANGE 1.083174479 0.34340850 0.410254812 -0.07709619 -0.392955265
## PERSON 0.281083893 -0.05923330 0.138553463 0.19606277 0.027414680
## PITT 1.253352401 0.70258550 1.316751300 0.74856524 1.893935774
## POLK 1.535854728 1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH 0.670940896 0.03718190 -0.453221843 -0.60241898 0.867803909
## RICHMOND -1.014437407 -1.36123277 0.002749816 0.56514931 -0.271600925
## ROBESON -0.422193828 -0.79437698 2.365243493 2.30299700 2.173821910
## ROWAN -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON -0.416532624 -0.72108224 0.784717373 1.02030101 0.979850371
## SCOTLAND -0.732620457 -1.04830336 0.955989119 1.43281943 0.620457947
## STANLY -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES 0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## TRANSYLVANIA -0.062409013 0.45258862 -1.217028466 -1.30195856 -0.450718831
## UNION 1.331549171 0.38893456 0.478454236 -0.21901075 -0.303753082
## VANCE -0.520693662 -0.74853595 1.213919632 1.91320111 0.916134717
## WAKE 2.418050106 1.45224702 1.587815158 0.30972769 -0.227758754
## WASHINGTON -1.979682802 -1.99330561 -0.069996049 1.00415660 -1.443295131
## WATAUGA 0.712998538 2.53023389 -1.175050392 -1.32329911 1.127894699
## WAYNE 0.589761747 0.02569249 1.057404073 0.93261749 1.438958685
## WILKES -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON 0.100172410 -0.43552148 1.115019933 1.41217198 0.669471759
## YANCEY -0.024653676 1.00857737 -1.322432180 -1.35650881 0.480623357
## lowincpct lesshs lesshspct under5 under5pct
## ALAMANCE 0.17789063 -0.35102045 0.07527144 0.116257896 0.448117199
## ALEXANDER -0.22295738 1.25685725 0.84509107 -0.104741920 -0.038136266
## ALLEGHANY 1.14403565 0.53354946 1.71177900 -1.269052817 -0.979503099
## ANSON 0.92267341 0.78071878 0.76480775 -0.526234620 -0.242456264
## ASHE -0.22382165 -0.19340220 0.08240277 -0.837698896 -0.724417483
## AVERY 0.73046100 -0.18260724 0.01184513 -1.265913684 -1.244566709
## BEAUFORT 0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BUNCOMBE -0.66856823 -1.05481259 -1.46712504 0.143610170 0.055155763
## BURKE 0.06043337 1.40543911 0.93183944 -0.177118163 -0.365394293
## CABARRUS -1.04866566 -0.27404023 -0.74331642 1.900474441 1.299267405
## CALDWELL 0.44375661 0.94369618 1.08651309 -0.403438149 0.026243700
## CATAWBA -0.55301076 0.37921822 -0.06903556 0.465848299 0.489787935
## CHATHAM -1.31178262 0.46333733 -0.60747462 0.634306911 -0.081663978
## CHEROKEE 0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLEVELAND 0.75571322 -0.35097347 0.26921687 -0.297451324 0.425316728
## CRAVEN -0.34428023 -0.68727157 -0.51981057 0.822164287 1.204276589
## DAVIDSON 0.12314493 0.57189105 0.52965188 0.132683288 0.136879180
## DAVIE -1.47940801 0.15041860 -0.44046982 0.003263981 -0.789306024
## DUPLIN 1.50971699 3.62031289 2.10941149 0.984780109 0.961669763
## DURHAM -0.78839373 0.14389851 -0.53874396 1.789083889 1.115073593
## EDGECOMBE 1.58175778 0.12866146 1.04599020 -0.399367376 0.742069381
## FORSYTH -0.25413396 -0.91259827 -0.76973507 0.469177767 0.881269094
## FRANKLIN -0.15958956 2.02564052 0.34802008 1.365849958 0.419133161
## GASTON 0.05429053 -0.51013437 0.23303288 -0.145240767 0.680618471
## GRAHAM 1.44097711 -0.21717844 1.10055639 -1.121698182 -0.638509476
## GRANVILLE -0.63815453 1.22429018 0.46997724 0.372252545 -0.536723848
## HALIFAX 1.69819267 0.19089726 1.68050759 -0.837409242 -0.169461133
## HARNETT 0.04891611 0.83099661 -0.24943270 2.652412510 1.611051823
## HAYWOOD -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## IREDELL -1.12980496 -0.88262031 -0.77649631 0.217445764 0.470213574
## JOHNSTON 0.11770742 1.29665349 0.24690962 2.193420604 1.255240117
## LEE 0.29836039 0.65356074 0.58886093 0.836931690 1.356506129
## LENOIR 1.49735920 0.31389399 1.31219773 -0.305326941 0.805682585
## LINCOLN -0.34259020 0.34233384 -0.10813642 0.102061755 0.319086630
## MACON 0.35010450 0.42120078 0.23616948 -0.504605226 -1.049134527
## MADISON -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL 0.53863908 -0.50849267 0.21299746 -0.663806709 0.062793941
## MONTGOMERY 0.68331823 0.62209545 1.08344804 -0.336914721 -0.179469680
## MOORE -1.11429612 -0.87869870 -1.01866005 0.485803990 0.498347718
## NASH -0.19330615 -0.18494282 0.08205787 0.070962456 0.223333288
## NORTHAMPTON 0.84269264 -0.30162508 0.80501010 -1.204054281 -0.400439297
## ORANGE -1.34431681 -1.60006642 -1.89397039 0.284924303 -0.740266279
## PERSON -0.19955874 -0.15034850 -0.16784183 0.001714016 -0.021675569
## PITT 0.74443608 -0.84071257 -1.02113372 0.962655914 0.408324930
## POLK -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH 0.08316632 1.44999920 0.80156044 0.488243755 0.583013476
## RICHMOND 1.36476780 -0.13733107 0.87239766 -0.369161777 1.170084506
## ROBESON 2.06725865 1.69202618 1.70586736 0.765475222 1.791450202
## ROWAN -0.21983786 -0.06526985 -0.14880274 0.150700022 0.323153903
## RUTHERFORD 0.31977974 0.13593339 0.39830282 -0.451400779 -0.372412663
## SAMPSON 1.14091382 1.39554287 1.33827195 0.382566549 1.106382564
## SCOTLAND 1.97572383 0.57233641 0.94709434 0.078517841 1.126506850
## STANLY -0.19222530 -0.35271845 -0.13092456 -0.142304480 0.366634347
## STOKES -0.76413705 0.61204543 0.36557340 -0.421784510 -0.655457606
## SURRY 0.23632611 0.80446795 1.26868034 -0.528379977 -0.008411926
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## UNION -1.87187192 -0.25083027 -0.92965167 1.622951772 0.590676094
## VANCE 1.80639633 0.69387965 1.36706902 0.150081886 1.896193325
## WAKE -2.08090712 -1.00907524 -1.80171308 2.169986608 0.737457622
## WASHINGTON 0.49168724 -0.97894726 0.50369972 -1.194009053 -0.324812114
## WATAUGA 0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE 0.83400627 0.50763427 0.31583805 1.041073939 1.200766903
## WILKES 0.39784540 1.09720771 1.34257468 -0.484053345 -0.402847872
## WILSON 1.21213664 1.08012965 1.58412219 0.279094132 0.353859319
## YANCEY 0.65628652 0.16322035 -0.03474699 -0.507024526 -0.512381654
## over64 over64pct pre1960 pre1960pct vuleopct
## ALAMANCE -0.57693568 -0.387079416 0.753607834 1.08600530 0.27465005
## ALEXANDER 0.44401856 0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY -0.21923340 1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON -0.64589754 -0.193745631 1.172398991 1.22529375 1.37950639
## ASHE 0.39117349 1.152808829 0.404499940 -0.34555988 -1.14502447
## AVERY -0.60231378 1.073685441 0.212553796 -0.02860155 -0.75338794
## BEAUFORT 0.66307527 0.900639849 0.470206474 0.23857495 0.58190062
## BUNCOMBE 0.74114293 -0.134335044 1.821167608 0.92443596 -0.89722986
## BURKE 0.46209394 0.235940277 1.021957641 0.42956387 -0.67553596
## CABARRUS 0.09402601 -1.175483751 0.725972035 0.67819760 -0.25535629
## CALDWELL -0.30531672 0.002335771 0.494447836 0.84729717 -0.66403793
## CATAWBA 0.21701801 -0.462759289 0.225460865 0.05162252 -0.53840772
## CHATHAM 3.22625443 0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE 1.69819934 2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN -0.50382859 0.217087413 0.294298566 0.01731916 -0.15021632
## CLEVELAND -0.68458786 -0.110456660 -0.304766048 0.18998423 0.11802233
## CRAVEN 0.35198007 -0.192899385 -0.572495057 -0.06176704 0.12093823
## DAVIDSON -0.01550347 -0.316848901 -0.004619977 0.02592679 -0.41005602
## DAVIE 1.05011626 0.181737719 0.239429881 -0.11819108 -1.22071447
## DUPLIN 0.53340253 -0.313817701 0.714633220 -0.10719335 1.19130339
## DURHAM -0.42370581 -1.329934026 0.540953276 0.20165572 0.78267677
## EDGECOMBE -0.97717251 0.068713502 0.499954322 1.35318432 1.99900541
## FORSYTH -0.57960082 -0.803741864 0.420981216 0.57130420 0.43812756
## FRANKLIN 1.29019480 -0.391199843 -0.097012981 -0.96220529 0.38524639
## GASTON -1.19173269 -0.653603615 -0.223852405 0.88155457 -0.09485129
## GRAHAM -0.31676499 0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE 0.47818243 -0.338332927 -0.059596473 0.32911082 0.37577675
## HALIFAX -1.14325676 0.414723461 0.516975853 2.00025920 1.89798036
## HARNETT -0.25249980 -1.251020465 -0.207740482 -0.55643916 0.32548460
## HAYWOOD 0.56979600 0.942622392 1.420116773 1.26071737 -1.34717316
## IREDELL -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JOHNSTON 0.34582474 -1.087655444 -0.339152192 -0.46850146 0.13668180
## LEE -0.18700016 -0.806714237 -0.391991074 -0.18562105 0.62973080
## LENOIR -0.57202304 -0.038263300 1.218731372 1.79316932 1.56525797
## LINCOLN 0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON 0.25367463 0.261857474 0.634912491 0.27748802 -0.71263423
## MADISON 1.24967407 1.994479733 0.650899442 -0.51982608 -1.03728055
## MARTIN 0.19926246 0.551970094 0.898412350 0.57070756 -1.20207572
## MCDOWELL -0.46730942 0.933803966 1.154090241 1.55193419 1.07768255
## MONTGOMERY -0.47659815 0.259318622 0.955506812 0.76045248 0.37865613
## MOORE 2.12199341 0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH -0.28532325 -0.186612820 -0.024214637 0.22563818 0.83768504
## NORTHAMPTON -0.74063806 1.486546863 0.478450862 1.56822379 1.47307210
## ORANGE -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PERSON 0.15988183 0.223724608 0.802251055 0.58149124 0.09110380
## PITT -0.64667583 -1.344737342 -1.150855916 -0.57599773 0.84095526
## POLK 3.80465584 2.525389330 3.122800509 0.39553413 -1.18455600
## RANDOLPH 0.21837810 -0.461104463 0.036869774 -0.24838321 -0.45342416
## RICHMOND -1.31439485 -0.540748154 -0.091618442 0.94258233 0.89768722
## ROBESON -0.86097648 -1.080721635 -0.535111778 0.02223687 2.51422612
## ROWAN -0.30400643 -0.427537177 1.577780530 1.46966838 -0.19938859
## RUTHERFORD -0.05945730 0.562138868 1.209594596 1.02124196 -0.54439490
## SAMPSON -0.43560768 -0.393000118 -0.170029447 0.11142122 1.18755595
## SCOTLAND -0.77379414 -0.370266611 -0.145218027 0.74179377 1.78997587
## STANLY -0.38788615 -0.130145249 1.889318458 2.31334672 -0.55668190
## STOKES 0.41316087 0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY -0.45151913 0.175847563 0.376482642 0.46659104 -0.65285579
## TRANSYLVANIA 1.97170457 2.133278268 0.627338719 0.34765533 -1.07098137
## UNION -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE -0.54557487 -0.459350915 0.246931308 1.00550675 2.11782467
## WAKE -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WASHINGTON -1.35806624 0.651836733 -0.913663166 0.04659220 0.96214246
## WATAUGA -0.05950791 -0.380793917 0.305618062 -0.98611117 -1.01271710
## WAYNE -0.17192377 -0.689346065 -0.082976806 0.09548443 1.01712623
## WILKES -0.06331158 0.335312802 -0.098738411 0.19007442 -0.72151812
## WILSON -0.27886488 -0.415969486 0.655643072 1.12199259 1.52353219
## YANCEY 1.12070643 1.259957975 1.420627998 0.17930754 -0.86746883
## vuleo dispeo dslpm cancer resp
## ALAMANCE 0.080447130 0.193585344 1.427111706 0.898839431 0.76080740
## ALEXANDER -0.633244857 -0.948309043 -0.367197250 0.141179842 -0.08669581
## ALLEGHANY -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON 0.820433059 1.282323494 -0.282855853 1.018398893 1.20624270
## ASHE -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT -0.008097535 0.253075960 -0.581241718 -0.709846077 -0.53673513
## BUNCOMBE -0.587455876 -1.138896587 0.624226258 -0.577553838 -0.66179003
## BURKE -0.287543316 -0.536480851 0.226686522 0.441363560 0.35567891
## CABARRUS 0.745983187 -0.686137388 2.858073048 1.593379224 1.61434041
## CALDWELL -0.917124884 -0.759311841 0.042430542 0.240274755 0.13257468
## CATAWBA -0.129931315 -0.587305885 0.910484497 1.138463725 0.75831649
## CHATHAM 0.302984157 -0.868915202 0.113756296 0.713524020 0.75282291
## CHEROKEE -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN -0.532619818 0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLEVELAND -0.365333826 0.031094982 0.883766405 1.215698297 0.99017886
## CRAVEN 0.144681107 -0.169260832 -0.563335489 -0.296132292 0.30171274
## DAVIDSON -0.433895764 -0.659765869 1.342495806 1.075267238 0.93937745
## DAVIE -0.760305970 -1.408021108 0.748110537 0.702268684 0.60993720
## DUPLIN 1.968650760 1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM 2.164870580 1.330026138 2.773027295 1.885425374 1.26274715
## EDGECOMBE 0.702545528 1.598681119 0.100564184 -0.071218017 -0.13271440
## FORSYTH 0.493426071 0.435477498 1.510368773 1.114364796 0.67671568
## FRANKLIN 1.438967158 0.092898431 -0.058244146 0.426158735 0.41406704
## GASTON -0.626000493 -0.256797433 2.167493284 1.923818005 1.56387262
## GRAHAM -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE 0.959687997 0.271354109 0.309798577 0.881822677 0.71763173
## HALIFAX 0.309094442 1.408321832 0.257032844 0.200856319 0.28399264
## HARNETT 1.717125772 0.485537212 0.132442212 0.822427799 1.06043561
## HAYWOOD -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## IREDELL -0.599066426 -0.893141353 1.650924675 1.027109915 1.07999187
## JOHNSTON 1.319213038 -0.310464151 0.763434086 0.421325946 0.60230185
## LEE 0.844328015 0.631604494 0.440639595 0.895744900 2.23422824
## LENOIR 0.433747966 1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN -0.622377025 -1.125821222 0.854504858 1.056736274 0.90988302
## MACON -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL -0.134013739 0.686893112 -0.563434025 -0.696894284 -0.63372792
## MONTGOMERY -0.040723883 0.462507356 -0.403899476 0.944317563 1.28931364
## MOORE -0.469652669 -1.057019138 -0.239329655 1.074387365 1.06640917
## NASH 0.529275674 0.670335076 0.717760396 0.200362909 0.18284293
## NORTHAMPTON -0.092174709 1.154494446 -0.438298190 -0.138225828 -0.14346623
## ORANGE 0.303513936 -0.663926275 1.764163393 1.192612399 1.01402577
## PERSON 0.089452599 -0.005865324 -0.076368245 0.306672776 0.18643023
## PITT 1.650272634 1.076550306 0.481525182 -0.221933497 -0.10271950
## POLK -0.671641552 -1.360697253 -0.099910059 0.006963312 -0.14796936
## RANDOLPH -0.093045586 -0.572351659 0.740760329 0.872487309 0.70155712
## RICHMOND -0.092453685 0.726333975 -0.009447269 1.050826375 1.31373187
## ROBESON 2.518721384 2.879467567 0.227073774 0.469732388 0.75966061
## ROWAN -0.166485497 -0.249416319 1.883033198 1.303015051 1.22170229
## RUTHERFORD -0.791523516 -0.517913696 0.174796782 0.792868333 0.66953062
## SAMPSON 0.891638180 1.180505215 -0.487253764 0.073985138 0.17791298
## SCOTLAND 0.993085849 1.548161653 -0.081688323 1.012707489 1.31171325
## STANLY -0.820209155 -0.665898907 0.616096666 1.761648095 1.30051548
## STOKES -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## UNION 0.250374901 -1.411042429 1.671739718 1.335046559 1.40620958
## VANCE 1.204650412 1.703199117 0.362693120 0.593430810 0.44609475
## WAKE 1.130094442 -0.592168284 2.835262498 1.287363271 1.24771389
## WASHINGTON -0.564807336 0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE 1.267881661 1.070837928 0.081980079 0.304580447 0.25703870
## WILKES -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON 1.063820179 1.231979870 0.711353659 0.276955953 0.17167410
## YANCEY -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
## pnpl prmp ptsdf ozone pm25
## ALAMANCE -0.57686169 0.7600787422 0.77831698 0.71453588 0.73622593
## ALEXANDER -0.29627482 -0.8760752175 -0.62613322 0.57487102 0.90384017
## ALLEGHANY -0.13251605 -1.0990870365 -0.74560167 0.15993844 -1.13357236
## ANSON -0.19012161 -1.0606373585 -0.46837459 0.04985865 0.02786616
## ASHE 0.17469551 -1.1860346492 -0.48435673 0.42264494 -1.45230383
## AVERY -0.60709654 -1.1775084938 -0.73946093 0.37447457 -1.49266263
## BEAUFORT 1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BUNCOMBE 1.61396042 -0.2472810412 1.34051840 0.50270937 -0.79187607
## BURKE -0.57653627 1.3836509227 0.07732765 0.34088032 0.54872663
## CABARRUS 2.27373879 0.5098766438 0.17274455 2.06021829 1.48121302
## CALDWELL -0.55459419 2.2309275883 1.32967496 0.40137851 0.36095621
## CATAWBA -0.20863630 1.8668387694 1.44852586 1.01196557 1.53146632
## CHATHAM -0.39697945 0.4651986967 -0.60270302 0.38069901 0.82084078
## CHEROKEE -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLEVELAND 0.68746495 0.4538352972 0.09111301 0.87392943 1.60404348
## CRAVEN 0.70058516 0.5776341230 -0.26326557 -1.87380370 -1.22717162
## DAVIDSON -0.45249677 0.7954716368 0.44396511 1.84095619 0.92621970
## DAVIE -0.26660716 -0.4322777326 -0.33631387 1.61337413 0.97236727
## DUPLIN -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM 0.20985805 0.8537537227 2.90049958 0.65494904 1.68797344
## EDGECOMBE -0.61708797 1.3611933615 -0.16425623 -0.45176556 0.01753294
## FORSYTH -0.45223085 0.7080517894 3.29007914 1.77402594 0.77842857
## FRANKLIN -0.42280564 -0.6768527900 -0.41895257 0.18114282 0.82304144
## GASTON 3.97196114 3.5192904026 1.67113736 1.29582615 1.97543469
## GRAHAM -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE 3.63056452 -0.2639752254 0.38751093 0.44404133 1.00047850
## HALIFAX -0.66186133 0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT -0.38335226 -0.1412771668 -0.56467623 0.16748599 1.08248324
## HAYWOOD 2.95673121 1.2178619148 -0.46307164 0.54047227 -1.19607514
## IREDELL 1.57059705 1.5845088685 0.34149208 1.55920971 1.48673219
## JOHNSTON -0.48227339 0.5273213592 -0.46638472 -0.11218785 1.01952765
## LEE -0.49436192 0.1556513895 0.63014088 0.19857789 0.79615430
## LENOIR -0.58365445 0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN -0.26022908 1.0464324370 0.22904150 1.28673075 1.76404040
## MACON -0.44362471 -0.3000954873 -0.22602015 0.24817656 -0.49184880
## MADISON -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN -0.36144890 -0.8119637487 -0.41048697 0.88516151 -1.06301655
## MCDOWELL -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MONTGOMERY -0.49068329 -0.0007700371 -0.61251920 0.24091791 -0.46721336
## MOORE 2.44009240 -0.5300262646 -0.51091746 0.12021739 0.05590875
## NASH -0.63421864 0.7945993986 0.30810164 -0.26318083 0.37210295
## NORTHAMPTON -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ORANGE -0.25643367 -0.6738240723 1.67729917 0.52719711 1.29013338
## PERSON 1.83651016 -0.0083302524 -0.40086149 0.39533710 0.64970714
## PITT -0.31731781 -0.0724068497 1.23908027 -0.63779280 -0.31802045
## POLK -0.06113608 -1.0054798827 -0.71799231 0.30557541 0.36364253
## RANDOLPH -0.61340370 0.1877666581 0.57764927 1.10220206 0.41645549
## RICHMOND 0.74144204 0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON -0.49219584 1.1225145097 -0.35105459 -0.58761114 0.41582973
## ROWAN 0.90628586 1.0161704153 0.41923161 1.88286674 1.23940433
## RUTHERFORD -0.40305503 0.6793399649 -0.04416178 0.49904003 0.86476888
## SAMPSON -0.48994269 0.2118518872 -0.45890083 -0.75828633 0.40961828
## SCOTLAND -0.39877769 0.0336010080 -0.39881048 -0.06795602 0.33271393
## STANLY -0.39312541 0.0670822711 -0.52892379 0.96231776 0.34948871
## STOKES -0.48921930 -0.8969114006 -0.33667519 0.91178746 -0.03230704
## SURRY -0.37368820 0.5864631443 -0.55118498 0.40382969 -0.32250175
## TRANSYLVANIA -0.32183194 -0.3886707238 0.31142535 -0.41722056 -1.15153171
## UNION -0.12096644 0.2263286766 0.66611301 0.87403365 1.24137536
## VANCE -0.07756038 0.2502638641 0.06680041 0.05577599 0.61712154
## WAKE 0.99295694 -0.3185729767 2.18623378 0.61482826 1.72786021
## WASHINGTON -0.57879973 0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA -0.47584878 -1.1836198683 -0.17581308 0.43692845 -1.38719532
## WAYNE -0.65382866 -0.4675997465 -0.02234455 -0.47651172 0.49630212
## WILKES -0.31684422 1.7310747063 -0.33136439 0.19366935 -0.21070069
## WILSON -0.63660855 2.9255496443 0.07110618 -0.19927714 0.42980898
## YANCEY -0.43129531 -1.1187296011 -0.28995398 0.77760736 -1.44839560
## d_dslpm_2 d_cancr_2 d_pnpl_2 d_ptsdf_2 d_ozone_2
## ALAMANCE 0.54159287 0.19251630 -0.008007687 -0.10238330 0.160894954
## ALEXANDER -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON 1.05648189 1.46264399 0.599301308 0.14771799 1.241140885
## ASHE -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT 0.24022798 0.18968866 2.373085739 0.13288793 0.199953249
## BUNCOMBE -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS -1.17759274 -0.86490424 0.408752826 -0.63398339 -0.787775659
## CALDWELL -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CATAWBA -0.67746253 -0.69466923 -0.436638558 0.46710984 -0.658430253
## CHATHAM -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN 0.20841104 0.28136512 0.015522093 -0.24486084 0.338656142
## CLEVELAND 0.09943838 0.00573901 0.217493382 -0.10019157 -0.005311666
## CRAVEN -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## DAVIDSON -0.72085222 -0.77017594 -0.251171604 0.05425464 -0.754338695
## DAVIE -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN 1.23896208 1.60547213 0.272157452 -0.13497093 1.554809272
## DURHAM 3.06946256 1.82494832 1.078053694 4.16705600 1.333531370
## EDGECOMBE 1.77581670 1.57395751 0.220347369 0.71257842 1.521766990
## FORSYTH 0.92843387 0.51747980 0.039294168 2.81933032 0.441013018
## FRANKLIN -0.06264564 0.04743296 -0.006420478 -0.31642975 0.048507593
## GASTON -0.30838172 -0.31308150 0.147934978 0.56173396 -0.312034038
## GRAHAM -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE 0.40284162 0.31152759 4.954098794 0.64551831 0.235102495
## HALIFAX 1.28993909 1.38160926 0.156357452 0.04545381 1.321245791
## HARNETT 0.43604024 0.50147631 0.141941306 -0.18734435 0.447997767
## HAYWOOD -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## IREDELL -1.37927828 -1.11526164 0.065408736 -0.34437669 -1.006162274
## JOHNSTON -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## LEE 0.80529919 0.68478907 0.117478735 1.61551355 0.597385646
## LENOIR 1.03048134 0.99624490 0.172517652 0.02474698 0.996208371
## LINCOLN -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL 0.44722931 0.55990244 0.146851578 -0.26039991 0.615490275
## MONTGOMERY 0.29313164 0.49106846 0.131473699 -0.21807359 0.418089889
## MOORE -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH 0.89405934 0.65242108 0.059739072 0.56160012 0.620649938
## NORTHAMPTON 0.90062101 1.09795529 0.101458204 -0.12752146 1.065874166
## ORANGE -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PERSON 0.13425522 -0.03468539 1.332880371 0.08026645 -0.044528371
## PITT 1.37050764 0.99768693 0.409280644 2.51548304 1.005463405
## POLK -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND 0.65063562 0.80234761 0.802873117 0.01864683 0.683003892
## ROBESON 2.89430189 3.03661251 0.784617404 0.46308202 2.765862652
## ROWAN -0.16465185 -0.30572703 0.031684567 0.29330786 -0.307832142
## RUTHERFORD -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON 0.81555549 1.13475711 0.233738490 0.12828506 1.081550618
## SCOTLAND 1.42383162 1.77259883 0.493370782 0.26983792 1.500403113
## STANLY -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## UNION -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE 1.83984494 1.82430992 0.926559608 0.91617909 1.663449592
## WAKE -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WASHINGTON 0.44710781 0.64899558 0.147536183 -0.22978926 0.741203318
## WATAUGA -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE 1.13114419 1.12897770 0.102953937 0.82348811 0.999848001
## WILKES -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON 1.57153369 1.26321898 0.146729641 0.29705925 1.177465237
## YANCEY -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
## d_pm25_2 arealand areawater npl_cnt tsdf_cnt
## ALAMANCE 0.14707431 -0.834545757 -0.20707231 -0.43775435 0.318872389
## ALEXANDER -1.06191144 -0.365374018 -0.20336850 -0.43775435 -0.628462442
## ALLEGHANY -0.34379575 0.328343365 -0.20478671 -0.43775435 -1.240170076
## ANSON 1.20419473 0.769489687 -0.19384627 -0.43775435 -0.467486749
## ASHE -0.96370154 0.196678409 -0.20402142 3.21361669 0.094464762
## AVERY -0.57618873 -0.059067083 -0.21265574 -0.43775435 -1.240170076
## BEAUFORT 0.17341199 0.491319505 0.03255237 1.85739316 -0.820713413
## BUNCOMBE -1.11314654 -0.800393197 -0.21188788 1.12711895 1.238437479
## BURKE -0.61640781 -0.504724122 -0.20429134 -0.43775435 0.531672726
## CABARRUS -0.81138560 -0.828204332 -0.21146970 0.41682185 0.633997994
## CALDWELL -0.84302939 -0.578691532 -0.21047983 -0.43775435 2.074890649
## CATAWBA -0.70799113 -0.802908679 -0.20322023 -0.43775435 2.314173228
## CHATHAM -1.03232138 0.207055054 -0.16211760 -0.43775435 -0.401256749
## CHEROKEE -0.92086591 0.353694045 -0.17850877 -0.43775435 0.158018802
## CHOWAN 0.29599979 -0.266054507 0.07314443 -0.43775435 -1.240170076
## CLEVELAND -0.02087357 -0.683477080 -0.20999889 0.60549452 0.285126881
## CRAVEN -0.20783794 -0.351610181 -0.14483740 0.81740444 -0.551998988
## DAVIDSON -0.75494771 -0.743513588 -0.20455693 -0.43775435 0.391050281
## DAVIE -1.55112952 -0.384238594 -0.20584725 -0.43775435 -0.065691419
## DUPLIN 1.61522210 0.504046521 -0.20276248 -0.43775435 -0.808376452
## DURHAM 1.44171445 -0.958696694 -0.20845764 -0.43775435 2.502041331
## EDGECOMBE 1.52665866 -0.370592730 -0.21135572 -0.43775435 -0.615447386
## FORSYTH 0.40070479 -0.971550595 -0.21213101 -0.43775435 1.599361656
## FRANKLIN 0.02668737 0.002826467 -0.20728634 -0.43775435 0.717294352
## GASTON -0.35052231 -0.946516334 -0.21033481 1.41959046 0.796498115
## GRAHAM -0.38065412 1.333910858 -0.13381958 -0.43775435 0.594952826
## GRANVILLE 0.22602618 0.018146839 -0.20185370 4.58288083 1.971295002
## HALIFAX 1.32278802 -0.143009532 -0.20493570 -0.43775435 -0.664445244
## HARNETT 0.45787071 -0.436766358 -0.20654930 -0.43775435 -0.758826364
## HAYWOOD -1.18541869 -0.319037045 -0.21207245 2.90933577 -0.628462442
## IREDELL -1.05506184 -0.743199935 -0.19971608 0.99671284 0.594952826
## JOHNSTON -0.40394277 -0.458955122 -0.20986697 -0.43775435 0.158018802
## LEE 0.60694252 -0.626206597 -0.20600192 -0.43775435 1.934096564
## LENOIR 0.98841279 -0.520417855 -0.21017472 -0.43775435 0.009275304
## LINCOLN -1.32322119 -0.690882007 -0.20149685 -0.43775435 1.108787238
## MACON -0.78006731 -0.142930960 -0.20191393 -0.43775435 0.654150339
## MADISON -0.90253032 0.136606430 -0.20375672 -0.43775435 -1.240170076
## MARTIN -1.13989292 0.778051469 -0.20568008 -0.43775435 -0.322608625
## MCDOWELL 0.57901497 0.356495354 -0.21245964 -0.43775435 -1.240170076
## MONTGOMERY 0.36614948 0.396721249 -0.18344596 -0.43775435 -0.572852657
## MOORE -1.10988917 -0.272192049 -0.20413176 3.79014896 -0.467486749
## NASH 0.62062730 -0.532118616 -0.21094905 -0.43775435 0.792581446
## NORTHAMPTON 1.05805962 0.532517714 -0.17178179 -0.43775435 -0.572852657
## ORANGE -0.77412768 -0.731696581 -0.21035767 -0.43775435 0.130055024
## PERSON -0.06779035 -0.083489394 -0.18287358 2.65186730 -0.675516875
## PITT 0.97824027 -0.632701501 -0.21118084 -0.43775435 1.359587368
## POLK -1.44081133 0.228879650 -0.20920649 -0.43775435 -1.240170076
## RANDOLPH -0.65011436 -0.480323019 -0.20751599 -0.43775435 0.808339210
## RICHMOND 0.65196018 -0.317630234 -0.20373942 1.52151791 -0.882097314
## ROBESON 2.88169559 -0.369889974 -0.21189763 -0.43775435 -0.406023302
## ROWAN -0.32710034 -0.722371776 -0.20465464 0.41682185 0.633997994
## RUTHERFORD -0.59536847 -0.362653431 -0.21107087 -0.43775435 0.171462925
## SAMPSON 1.12700698 0.308891900 -0.21058404 -0.43775435 -0.913926004
## SCOTLAND 1.50863725 -0.299998875 -0.20974922 -0.43775435 0.391050281
## STANLY -0.74468719 -0.513897107 -0.19942834 -0.43775435 -0.282714649
## STOKES -1.42824365 -0.123581246 -0.19895906 -0.43775435 -0.293009869
## SURRY -0.55584594 -0.483650396 -0.20891337 -0.43775435 -0.493679404
## TRANSYLVANIA -0.97099571 -0.080337289 -0.20817212 -0.43775435 1.696026566
## UNION -1.61810220 -0.675932054 -0.20892103 -0.43775435 1.610506276
## VANCE 1.70079872 -0.576223096 -0.18090348 -0.43775435 -0.350413517
## WAKE -0.72067738 -0.961177321 -0.21012158 0.09189507 1.147506315
## WASHINGTON 0.68279628 0.446954465 0.11721287 -0.43775435 -1.240170076
## WATAUGA -0.86298958 -0.415346315 -0.21145205 -0.43775435 -0.293009869
## WAYNE 1.03479845 -0.593629014 -0.21002582 -0.43775435 -0.457184304
## WILKES -0.69757818 -0.139983273 -0.21007464 -0.43775435 -0.132171343
## WILSON 1.19466978 -0.640138282 -0.20674536 -0.43775435 0.628318697
## YANCEY -0.78424798 0.509521564 -0.21038457 -0.43775435 1.018442726
## shape_length shape_area cluster bf_prop
## ALAMANCE -1.004614926 -0.570739709 3 -0.03513348
## ALEXANDER -0.247982846 -0.309803626 3 -1.28447255
## ALLEGHANY 0.491340833 0.084238178 1 0.23019103
## ANSON 0.533792116 0.298876995 1 0.76847090
## ASHE 0.621000504 0.009792536 3 0.43636036
## AVERY 0.371453730 -0.143457939 1 0.28534718
## BEAUFORT 0.340911248 0.284172306 3 0.41765482
## BUNCOMBE -0.881475362 -0.556184260 3 0.68528816
## BURKE -0.498977247 -0.388721264 1 -0.49968520
## CABARRUS -1.066718248 -0.571982807 3 -0.07809542
## CALDWELL -0.679360962 -0.431435266 3 0.49903614
## CATAWBA -0.882699399 -0.552577113 3 -0.28724715
## CHATHAM 0.198116582 0.025501297 3 0.10266243
## CHEROKEE 0.633198385 0.085796213 3 0.73588077
## CHOWAN 0.014587738 -0.097867343 3 0.17548566
## CLEVELAND -0.714674750 -0.492521571 3 0.24060580
## CRAVEN -0.438699215 -0.278306379 3 -0.53049333
## DAVIDSON -0.822743479 -0.520073488 1 -1.55002163
## DAVIE -0.242226375 -0.321530179 1 -0.46928750
## DUPLIN 0.545875870 0.149929092 3 -0.23107882
## DURHAM -1.235448270 -0.640356895 3 0.15065159
## EDGECOMBE -0.423063400 -0.317212035 3 0.28089889
## FORSYTH -1.272893626 -0.649383282 2 3.95960284
## FRANKLIN 0.163158097 -0.106020664 3 -0.14022282
## GASTON -1.176103576 -0.636061049 3 -0.13707296
## GRAHAM 1.270647421 0.648689061 3 0.24255402
## GRANVILLE -0.031018608 -0.091011577 3 -0.25718133
## HALIFAX -0.250853411 -0.183307771 1 -0.01079776
## HARNETT -0.388545948 -0.355942192 1 -0.13294985
## HAYWOOD -0.386225985 -0.292858921 3 0.46303232
## IREDELL -0.843780764 -0.517148468 3 -0.86802940
## JOHNSTON -0.383091111 -0.368600293 3 -0.10299680
## LEE -0.723768701 -0.458256103 1 -0.54471975
## LENOIR -0.547612924 -0.404515822 1 0.36478023
## LINCOLN -0.707358404 -0.491072384 3 -0.46594245
## MACON 0.001205813 -0.189180064 1 12.72107015
## MADISON 0.225651756 -0.045386389 1 0.45482599
## MARTIN 0.883408796 0.319251982 1 0.77616238
## MCDOWELL 0.510569931 0.082565186 1 0.16701786
## MONTGOMERY 0.480313017 0.110406818 1 0.48096711
## MOORE -0.308486478 -0.265527414 3 -0.41294121
## NASH -0.582029322 -0.405825418 1 -0.73346820
## NORTHAMPTON 0.681602573 0.215617895 1 0.19236838
## ORANGE -0.914013746 -0.515467589 3 -0.14515843
## PERSON -0.275084353 -0.135809870 1 -2.04202452
## PITT -0.784158934 -0.463933171 3 -0.21165954
## POLK 0.478992829 0.003921703 3 -0.37752189
## RANDOLPH -0.483520731 -0.377405731 1 -0.37125894
## RICHMOND -0.546654085 -0.293167956 1 0.28823467
## ROBESON -0.342952452 -0.329227571 3 1.54487420
## ROWAN -0.890402779 -0.509257528 1 5.57595022
## RUTHERFORD -0.408967601 -0.317690388 3 0.30030325
## SAMPSON 0.296646237 0.041406525 3 1.88581301
## SCOTLAND -0.440327524 -0.288602261 1 -1.67406323
## STANLY -0.542800059 -0.394524569 1 0.75223019
## STOKES 0.101912849 -0.167127224 1 -5.96963652
## SURRY -0.374739388 -0.374067373 1 0.22810933
## TRANSYLVANIA 0.054430987 -0.164750793 3 -2.42680211
## UNION -0.806133576 -0.489699968 3 -0.03529178
## VANCE -0.667579270 -0.410475601 3 0.82435438
## WAKE -1.264027586 -0.643084940 2 0.37526010
## WASHINGTON 0.391475220 0.315462626 3 0.15269123
## WATAUGA -0.104195162 -0.339018720 3 -0.33630549
## WAYNE -0.634007708 -0.443398130 3 -0.40814984
## WILKES -0.054790683 -0.185189481 3 0.57331411
## WILSON -0.779954595 -0.464878472 1 -5.87847576
## YANCEY 0.833917367 0.169358183 1 0.78952046view(ej.scaled)##Regressions: Lead
Lead & Brownfields
#Modern Dive is Needed
##Basic linear regression: x = Brownfields y = health outcomes
#Analyzing brownfield acreage + lead
lead_brown_model <- lm(per_highlead_h ~ bf_prop + vuleopct + lesshspct + over64pct + pre1960pct, data = ej.scaled)
get_regression_table(lead_brown_model)## # A tibble: 6 x 7
## term estimate std_error statistic p_value lower_ci upper_ci
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 intercept -0.16 0.096 -1.67 0.1 -0.351 0.032
## 2 bf_prop -0.023 0.043 -0.53 0.598 -0.109 0.063
## 3 vuleopct -0.066 0.129 -0.51 0.612 -0.324 0.192
## 4 lesshspct 0.177 0.122 1.45 0.151 -0.067 0.422
## 5 over64pct -0.023 0.113 -0.205 0.838 -0.25 0.203
## 6 pre1960pct 0.344 0.125 2.74 0.008 0.093 0.595summary(lead_brown_model)##
## Call:
## lm(formula = per_highlead_h ~ bf_prop + vuleopct + lesshspct +
## over64pct + pre1960pct, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.66636 -0.49113 -0.05931 0.43290 1.84986
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.15970 0.09571 -1.669 0.10030
## bf_prop -0.02280 0.04302 -0.530 0.59803
## vuleopct -0.06593 0.12919 -0.510 0.61166
## lesshspct 0.17744 0.12216 1.453 0.15147
## over64pct -0.02322 0.11330 -0.205 0.83830
## pre1960pct 0.34397 0.12549 2.741 0.00803 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.7486 on 61 degrees of freedom
## Multiple R-squared: 0.1874, Adjusted R-squared: 0.1208
## F-statistic: 2.814 on 5 and 61 DF, p-value: 0.02371#An additional unit increase in brownfield proximity decreases the likelihood of having elevated BLLs in children by 0.023 percentage points. The P-value is pretty big and the adjusted R-squared is low (0.12), so we probably want to adjust our model.
#Plotting the Relationship
ggplot() +
geom_point(data = ej.scaled,
aes(bf_prop, per_highlead_h, color = cluster),
size = 3) +
geom_smooth(method="lm", se=FALSE)+
labs(y = "% of Children with Elevated Blood Lead Levels", x = "Brownfield Acreage") +
theme_bw() 
#The visualization indicates that this relationship is likely spurious at best. Data points are concentrated around 0.
ej.scaled <- ej.scaled %>% clean_names()
str(ej.scaled)## 'data.frame': 67 obs. of 49 variables:
## $ per_tested : num [1:67, 1] -0.8841 0.6867 -1.7024 -1.6732 0.0145 ...
## $ num_high_lead : num [1:67, 1] 1.44 -0.568 -0.69 -0.447 -0.751 ...
## $ per_highlead_h: num [1:67, 1] -1.447 -0.616 0.388 2.11 -1.476 ...
## $ fips : num [1:67, 1] -1.71 -1.67 -1.64 -1.6 -1.57 ...
## $ bf_acreage : num [1:67, 1] 0.00433 -0.31349 -0.31349 -0.29507 -0.31349 ...
## $ objectid : num [1:67, 1] -1.59 -1.55 -1.54 -1.53 -1.52 ...
## $ id : num [1:67, 1] -1.71 -1.68 -1.63 -1.6 -1.56 ...
## $ acstotpop : num [1:67, 1] -0.123 0.244 -1.362 -0.384 -0.718 ...
## $ acsipovbas : num [1:67, 1] -0.106 0.212 -1.276 -0.54 -0.638 ...
## $ acseducbas : num [1:67, 1] -0.297 0.457 -1.286 -0.315 -0.471 ...
## $ acstothh : num [1:67, 1] -0.04572 -0.00465 -1.19107 -0.60429 -0.30198 ...
## $ acstothu : num [1:67, 1] -0.695 -0.236 0.17 -0.744 0.59 ...
## $ minorpop : num [1:67, 1] 0.12 -0.955 -1.219 0.961 -1.359 ...
## $ minorpct : num [1:67, 1] 0.271 -1.022 -1.069 1.35 -1.343 ...
## $ lowincome : num [1:67, 1] -0.0345 0.2468 -0.6199 0.236 -0.8448 ...
## $ lowincpct : num [1:67, 1] 0.178 -0.223 1.144 0.923 -0.224 ...
## $ lesshs : num [1:67, 1] -0.351 1.257 0.534 0.781 -0.193 ...
## $ lesshspct : num [1:67, 1] 0.0753 0.8451 1.7118 0.7648 0.0824 ...
## $ under5 : num [1:67, 1] 0.116 -0.105 -1.269 -0.526 -0.838 ...
## $ under5pct : num [1:67, 1] 0.4481 -0.0381 -0.9795 -0.2425 -0.7244 ...
## $ over64 : num [1:67, 1] -0.577 0.444 -0.219 -0.646 0.391 ...
## $ over64pct : num [1:67, 1] -0.3871 0.0836 1.4217 -0.1937 1.1528 ...
## $ pre1960 : num [1:67, 1] 0.754 -0.859 -0.46 1.172 0.404 ...
## $ pre1960pct : num [1:67, 1] 1.086 -0.813 -0.919 1.225 -0.346 ...
## $ vuleopct : num [1:67, 1] 0.275 -0.889 -0.479 1.38 -1.145 ...
## $ vuleo : num [1:67, 1] 0.0804 -0.6332 -1.1657 0.8204 -1.3428 ...
## $ dispeo : num [1:67, 1] 0.194 -0.948 -0.311 1.282 -1.032 ...
## $ dslpm : num [1:67, 1] 1.427 -0.367 -1.284 -0.283 -1.364 ...
## $ cancer : num [1:67, 1] 0.899 0.141 -1.678 1.018 -1.853 ...
## $ resp : num [1:67, 1] 0.7608 -0.0867 -1.7583 1.2062 -1.8999 ...
## $ pnpl : num [1:67, 1] -0.577 -0.296 -0.133 -0.19 0.175 ...
## $ prmp : num [1:67, 1] 0.76 -0.876 -1.099 -1.061 -1.186 ...
## $ ptsdf : num [1:67, 1] 0.778 -0.626 -0.746 -0.468 -0.484 ...
## $ ozone : num [1:67, 1] 0.7145 0.5749 0.1599 0.0499 0.4226 ...
## $ pm25 : num [1:67, 1] 0.7362 0.9038 -1.1336 0.0279 -1.4523 ...
## $ d_dslpm_2 : num [1:67, 1] 0.542 -0.889 -0.248 1.056 -0.563 ...
## $ d_cancr_2 : num [1:67, 1] 0.193 -1.03 -0.283 1.463 -0.774 ...
## $ d_pnpl_2 : num [1:67, 1] -0.00801 -0.41534 -0.21631 0.5993 -0.98309 ...
## $ d_ptsdf_2 : num [1:67, 1] -0.102 -0.431 -0.306 0.148 -0.518 ...
## $ d_ozone_2 : num [1:67, 1] 0.161 -1.011 -0.351 1.241 -1.088 ...
## $ d_pm25_2 : num [1:67, 1] 0.147 -1.062 -0.344 1.204 -0.964 ...
## $ arealand : num [1:67, 1] -0.835 -0.365 0.328 0.769 0.197 ...
## $ areawater : num [1:67, 1] -0.207 -0.203 -0.205 -0.194 -0.204 ...
## $ npl_cnt : num [1:67, 1] -0.438 -0.438 -0.438 -0.438 3.214 ...
## $ tsdf_cnt : num [1:67, 1] 0.3189 -0.6285 -1.2402 -0.4675 0.0945 ...
## $ shape_length : num [1:67, 1] -1.005 -0.248 0.491 0.534 0.621 ...
## $ shape_area : num [1:67, 1] -0.57074 -0.3098 0.08424 0.29888 0.00979 ...
## $ cluster : Factor w/ 3 levels "1","2","3": 3 3 1 1 3 1 3 3 1 3 ...
## $ bf_prop : num [1:67, 1] -0.0351 -1.2845 0.2302 0.7685 0.4364 ...
## - attr(*, "na.action")= 'omit' Named int [1:33] 8 9 10 15 16 17 22 24 26 27 ...
## ..- attr(*, "names")= chr [1:33] "BERTIE" "BLADEN" "BRUNSWICK" "CAMDEN" ...#Hypothesis Testing
set.seed(123)
null_dist <- full.join %>%
specify(per_highlead_h ~ bf_prop) %>%
hypothesize(null = "independence") %>%
generate(reps = 1000, type = "permute") %>%
fit()## Warning: Removed 23 rows containing missing values.null_dist## # A tibble: 2,000 x 3
## # Groups: replicate [1,000]
## replicate term estimate
## <int> <chr> <dbl>
## 1 1 intercept 0.966
## 2 1 bf_prop 0.0364
## 3 2 intercept 0.988
## 4 2 bf_prop -0.0755
## 5 3 intercept 0.962
## 6 3 bf_prop 0.0536
## 7 4 intercept 0.974
## 8 4 bf_prop -0.00708
## 9 5 intercept 1.01
## 10 5 bf_prop -0.161
## # ... with 1,990 more rows# First calculate the fitted estimates from our observed data
obs_fit <- full.join %>%
specify(per_highlead_h ~ bf_prop) %>%
fit()## Warning: Removed 23 rows containing missing values.obs_fit## # A tibble: 2 x 2
## term estimate
## <chr> <dbl>
## 1 intercept 0.984
## 2 bf_prop -0.0551#Visualizing obs_fit along the null_dist
visualize(null_dist) +
shade_p_value(obs_stat = obs_fit, direction = "two-sided")
#Confidence Intervals
conf_ints <- get_confidence_interval(null_dist,
level = .95,
point_estimate = obs_fit)
null_dist %>%
visualize() +
shade_p_value(obs_stat=obs_fit, direction="two-sided") +
shade_confidence_interval(endpoints = conf_ints)
#Get P-Value
null_dist %>% get_p_value(obs_stat = obs_fit, direction="two-sided")## # A tibble: 2 x 2
## term p_value
## <chr> <dbl>
## 1 bf_prop 0.672
## 2 intercept 0.672Interpretation:
The null distribution is within the confidence interval, indicating that we must fail to reject the null hypothesis.
Lead & Brownfields: Race as a Moderator
#Multiple linear regressions: Is race a moderating factor?
lead_race_model <- lm(per_highlead_h ~ bf_prop*minorpct + vuleopct + lesshspct + over64pct + pre1960pct, data = ej.scaled)
get_regression_table(lead_race_model)## # A tibble: 8 x 7
## term estimate std_error statistic p_value lower_ci upper_ci
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 intercept -0.161 0.097 -1.66 0.103 -0.356 0.034
## 2 bf_prop -0.028 0.05 -0.562 0.576 -0.128 0.072
## 3 minorpct -0.153 0.504 -0.304 0.762 -1.16 0.855
## 4 vuleopct 0.097 0.549 0.177 0.86 -1.00 1.20
## 5 lesshspct 0.144 0.163 0.883 0.381 -0.182 0.47
## 6 over64pct -0.039 0.126 -0.307 0.76 -0.291 0.214
## 7 pre1960pct 0.343 0.128 2.68 0.009 0.087 0.599
## 8 bf_prop:minorpct -0.005 0.046 -0.117 0.907 -0.098 0.087summary(lead_race_model)##
## Call:
## lm(formula = per_highlead_h ~ bf_prop * minorpct + vuleopct +
## lesshspct + over64pct + pre1960pct, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.67054 -0.47774 -0.04647 0.40083 1.86374
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.161478 0.097442 -1.657 0.1028
## bf_prop -0.028081 0.049940 -0.562 0.5761
## minorpct -0.153158 0.503703 -0.304 0.7621
## vuleopct 0.097367 0.549275 0.177 0.8599
## lesshspct 0.144029 0.163072 0.883 0.3807
## over64pct -0.038773 0.126133 -0.307 0.7596
## pre1960pct 0.342966 0.127721 2.685 0.0094 **
## bf_prop:minorpct -0.005439 0.046315 -0.117 0.9069
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.7605 on 59 degrees of freedom
## Multiple R-squared: 0.189, Adjusted R-squared: 0.09273
## F-statistic: 1.964 on 7 and 59 DF, p-value: 0.07548#Similar problems as before. The p-value is even higher now.#Plotting relationship between minority % and lead
ggplot(ej.scaled, aes(x=bf_prop*minorpct, y=per_highlead_h, color = minorpct)) +
geom_point(alpha=0.75) +
geom_smooth(method="lm",se = FALSE) +
theme_bw()## `geom_smooth()` using formula 'y ~ x'
#Data points are pretty scattered.
#Hypothesis Testing
set.seed(123)
null_dist <- full.join %>%
specify(formula = per_highlead_h ~ bf_prop*minorpct) %>%
hypothesize(null = "independence") %>%
generate(reps = 1000, type="permute", variables=c(bf_prop, minorpct)) %>%
fit()## Warning: Removed 23 rows containing missing values.visualize(null_dist)
# First calculate the fitted estimates from our observed data
obs_fit <- full.join %>%
specify(formula = per_highlead_h ~ bf_prop*minorpct) %>%
fit()## Warning: Removed 23 rows containing missing values.obs_fit## # A tibble: 4 x 2
## term estimate
## <chr> <dbl>
## 1 intercept 0.870
## 2 bf_prop -0.314
## 3 minorpct 0.412
## 4 bf_prop:minorpct 0.484#Visualizing obs_fit along the null_dist
visualize(null_dist) +
shade_p_value(obs_stat = obs_fit, direction = "two-sided")
#Confidence Intervals
conf_ints <- get_confidence_interval(null_dist,
level = .95,
point_estimate = obs_fit)
null_dist %>%
visualize() +
shade_p_value(obs_stat=obs_fit, direction="two-sided") +
shade_confidence_interval(endpoints = conf_ints)
#Get P-Value
null_dist %>% get_p_value(obs_stat = obs_fit, direction="two-sided")## # A tibble: 4 x 2
## term p_value
## <chr> <dbl>
## 1 bf_prop 0.398
## 2 bf_prop:minorpct 0.672
## 3 intercept 0.406
## 4 minorpct 0.284Interpretation:
It appears that this analysis will also result in us failing to reject the null hypothesis as the null distribution is still comfortably in the confidence interval.
Lead & Brownfields: Income as a Moderator
#Multiple linear regressions: Is income a moderating factor?
lead_inc_model <- lm(per_highlead_h ~ bf_prop*lowincpct + lesshs + minorpct + over64pct + pre1960pct, data = ej.scaled)
get_regression_table(lead_inc_model)## # A tibble: 8 x 7
## term estimate std_error statistic p_value lower_ci upper_ci
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 intercept -0.168 0.099 -1.71 0.093 -0.366 0.029
## 2 bf_prop -0.045 0.048 -0.926 0.358 -0.141 0.052
## 3 lowincpct 0.127 0.14 0.912 0.365 -0.152 0.406
## 4 lesshs 0.035 0.119 0.293 0.77 -0.203 0.272
## 5 minorpct -0.082 0.13 -0.629 0.532 -0.343 0.179
## 6 over64pct -0.051 0.13 -0.39 0.698 -0.312 0.21
## 7 pre1960pct 0.376 0.131 2.88 0.006 0.115 0.638
## 8 bf_prop:lowincpct 0.056 0.076 0.744 0.46 -0.095 0.207summary(lead_inc_model)##
## Call:
## lm(formula = per_highlead_h ~ bf_prop * lowincpct + lesshs +
## minorpct + over64pct + pre1960pct, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.69701 -0.47953 -0.08245 0.37283 1.98520
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.16827 0.09861 -1.706 0.09318 .
## bf_prop -0.04461 0.04818 -0.926 0.35823
## lowincpct 0.12728 0.13954 0.912 0.36538
## lesshs 0.03478 0.11858 0.293 0.77035
## minorpct -0.08196 0.13039 -0.629 0.53205
## over64pct -0.05079 0.13036 -0.390 0.69821
## pre1960pct 0.37636 0.13081 2.877 0.00558 **
## bf_prop:lowincpct 0.05621 0.07553 0.744 0.45967
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.7612 on 59 degrees of freedom
## Multiple R-squared: 0.1875, Adjusted R-squared: 0.09115
## F-statistic: 1.946 on 7 and 59 DF, p-value: 0.07824#The interaction variable (bf_prop*lowincpct) appears to have a slightly positive effect on the likelihood of having elevated BLLs. The adjusted r-squared is small (0.09), so let's look closer.
#Relationship between income and lead
ggplot(ej.scaled, aes(x=bf_prop*lowincpct, y=per_highlead_h, color = lowincpct)) +
geom_point(alpha=0.75) +
geom_smooth(method="lm",se = FALSE) +
theme_bw()## `geom_smooth()` using formula 'y ~ x'
#Data points are scattered, but there seems to be a stronger relationship.
#Hypothesis Testing
set.seed(123)
null_dist <- full.join %>%
specify(formula = per_highlead_h ~ bf_prop*lowincpct) %>%
hypothesize(null = "independence") %>%
generate(reps = 1000, type="permute", variables=c(bf_prop)) %>%
fit()## Warning: Removed 23 rows containing missing values.visualize(null_dist)
# First calculate the fitted estimates from our observed data
obs_fit <- full.join %>%
specify(formula = per_highlead_h ~ bf_prop*lowincpct) %>%
fit()## Warning: Removed 23 rows containing missing values.obs_fit## # A tibble: 4 x 2
## term estimate
## <chr> <dbl>
## 1 intercept 0.0988
## 2 bf_prop -0.0980
## 3 lowincpct 2.16
## 4 bf_prop:lowincpct 0.274#Visualizing obs_fit along the null_dist
visualize(null_dist) +
shade_p_value(obs_stat = obs_fit, direction = "two-sided")
#Confidence Intervals
conf_ints <- get_confidence_interval(null_dist,
level = .95,
point_estimate = obs_fit)
null_dist %>%
visualize() +
shade_p_value(obs_stat=obs_fit, direction="two-sided") +
shade_confidence_interval(endpoints = conf_ints)
#Get P-Value
null_dist %>% get_p_value(obs_stat = obs_fit, direction="two-sided")## # A tibble: 4 x 2
## term p_value
## <chr> <dbl>
## 1 bf_prop 0.912
## 2 bf_prop:lowincpct 0.904
## 3 intercept 0.868
## 4 lowincpct 0.868Interpretation: While the relationship here seemed slightly stronger and moved in a positive relationship, we still failt to reject the null hypothesis.
Lead & Brownfields: Housing Age as a Moderator
#Multiple linear regressions: Is housing quality a moderating factor?
lead_house_model <- lm(per_highlead_h ~ bf_prop*pre1960pct + lesshs + minorpct + over64pct, data = ej.scaled)
get_regression_table(lead_house_model)## # A tibble: 7 x 7
## term estimate std_error statistic p_value lower_ci upper_ci
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 intercept -0.16 0.098 -1.63 0.109 -0.357 0.037
## 2 bf_prop -0.04 0.053 -0.762 0.449 -0.146 0.065
## 3 pre1960pct 0.375 0.128 2.94 0.005 0.12 0.63
## 4 lesshs 0.091 0.106 0.865 0.39 -0.12 0.303
## 5 minorpct -0.015 0.121 -0.124 0.902 -0.257 0.227
## 6 over64pct 0.016 0.122 0.135 0.893 -0.228 0.261
## 7 bf_prop:pre1960pct 0.039 0.079 0.489 0.626 -0.119 0.197summary(lead_house_model)##
## Call:
## lm(formula = per_highlead_h ~ bf_prop * pre1960pct + lesshs +
## minorpct + over64pct, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.65185 -0.42999 -0.09746 0.47229 2.00971
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.16030 0.09842 -1.629 0.10860
## bf_prop -0.04025 0.05282 -0.762 0.44902
## pre1960pct 0.37503 0.12755 2.940 0.00465 **
## lesshs 0.09148 0.10572 0.865 0.39030
## minorpct -0.01497 0.12099 -0.124 0.90192
## over64pct 0.01647 0.12244 0.135 0.89345
## bf_prop:pre1960pct 0.03868 0.07902 0.489 0.62632
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.7618 on 60 degrees of freedom
## Multiple R-squared: 0.1724, Adjusted R-squared: 0.08959
## F-statistic: 2.082 on 6 and 60 DF, p-value: 0.06855#Interesting! There is a slight positive effect from the interaction variable (bf_prop:pre1960pct) on elevated BLLs. Small adjusted R-squared (0.9), but a relatively smaller p-value (0.06)
#Plotting relationship
#Housing and Lead
ggplot(ej.scaled, aes(x=bf_prop*pre1960pct, y=per_highlead_h, color = pre1960pct)) +
geom_point(alpha=0.75) +
geom_smooth(method="lm",se = FALSE) +
theme_bw() #<- not super promising, the line is pretty flat## `geom_smooth()` using formula 'y ~ x'
#Hypothesis Testing
set.seed(123)
null_dist <- full.join %>%
specify(formula = per_highlead_h ~ bf_prop*pre1960pct) %>%
hypothesize(null = "independence") %>%
generate(reps = 1000, type="permute", variables=c(bf_prop, pre1960pct)) %>%
fit()## Warning: Removed 23 rows containing missing values.visualize(null_dist)
# First calculate the fitted estimates from our observed data
obs_fit <- full.join %>%
specify(formula = per_highlead_h ~ bf_prop*pre1960pct) %>%
fit()## Warning: Removed 23 rows containing missing values.obs_fit## # A tibble: 4 x 2
## term estimate
## <chr> <dbl>
## 1 intercept 0.229
## 2 bf_prop 0.246
## 3 pre1960pct 3.73
## 4 bf_prop:pre1960pct -1.82#Visualizing obs_fit along the null_dist
visualize(null_dist) +
shade_p_value(obs_stat = obs_fit, direction = "two-sided")
#Confidence Intervals
conf_ints <- get_confidence_interval(null_dist,
level = .95,
point_estimate = obs_fit)
null_dist %>%
visualize() +
shade_p_value(obs_stat=obs_fit, direction="two-sided") +
shade_confidence_interval(endpoints = conf_ints)
#Get P-Value
null_dist %>% get_p_value(obs_stat = obs_fit, direction="two-sided")## Warning: Please be cautious in reporting a p-value of 0. This result is an
## approximation based on the number of `reps` chosen in the `generate()` step. See
## `?get_p_value()` for more information.## Warning: Please be cautious in reporting a p-value of 0. This result is an
## approximation based on the number of `reps` chosen in the `generate()` step. See
## `?get_p_value()` for more information.## # A tibble: 4 x 2
## term p_value
## <chr> <dbl>
## 1 bf_prop 0.712
## 2 bf_prop:pre1960pct 0.626
## 3 intercept 0
## 4 pre1960pct 0Interpretation: The p-value falls inside of the null distribution for interaction effect, but outside for the effect of just pre-1960 housing percentage. We fail to reject the null hypothesis. Good datapoint on the effect of housing age on lead exposure though!
Lead & Brownfields: Age as a Moderator
#Multiple linear regressions: Is age a moderating factor?
lead_age_model <- lm(per_highlead_h ~ bf_prop*over64pct + lesshs + minorpct + lowincpct + pre1960pct, data = ej.scaled)
get_regression_table(lead_age_model)## # A tibble: 8 x 7
## term estimate std_error statistic p_value lower_ci upper_ci
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 intercept -0.16 0.098 -1.62 0.109 -0.357 0.037
## 2 bf_prop -0.03 0.045 -0.669 0.506 -0.12 0.06
## 3 over64pct -0.04 0.13 -0.307 0.76 -0.301 0.221
## 4 lesshs 0.045 0.118 0.378 0.707 -0.192 0.282
## 5 minorpct -0.084 0.132 -0.636 0.527 -0.347 0.18
## 6 lowincpct 0.125 0.142 0.879 0.383 -0.159 0.408
## 7 pre1960pct 0.359 0.13 2.76 0.008 0.098 0.619
## 8 bf_prop:over64pct -0.003 0.091 -0.036 0.971 -0.185 0.178summary(lead_age_model)##
## Call:
## lm(formula = per_highlead_h ~ bf_prop * over64pct + lesshs +
## minorpct + lowincpct + pre1960pct, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.67738 -0.46512 -0.05895 0.36303 1.97410
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.160023 0.098465 -1.625 0.10946
## bf_prop -0.030015 0.044862 -0.669 0.50607
## over64pct -0.039937 0.130256 -0.307 0.76022
## lesshs 0.044746 0.118475 0.378 0.70702
## minorpct -0.083659 0.131532 -0.636 0.52721
## lowincpct 0.124636 0.141760 0.879 0.38286
## pre1960pct 0.358835 0.130228 2.755 0.00778 **
## bf_prop:over64pct -0.003269 0.090832 -0.036 0.97142
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.7647 on 59 degrees of freedom
## Multiple R-squared: 0.1799, Adjusted R-squared: 0.08263
## F-statistic: 1.849 on 7 and 59 DF, p-value: 0.09463#Plotting BFs & Lead: Age as moderator
ggplot(ej.scaled, aes(x=bf_prop*over64pct, y=per_highlead_h, color=over64pct)) +
geom_point(alpha=0.75) +
geom_smooth(method="lm",se = FALSE) +
labs(y = "% of Children with Elevated BLLs", x = "Brownfield Acreage")+
theme_bw()## `geom_smooth()` using formula 'y ~ x'
#Hypothesis Testing
set.seed(123)
null_dist <- full.join %>%
specify(formula = per_highlead_h ~ bf_prop*over64pct) %>%
hypothesize(null = "independence") %>%
generate(reps = 1000, type="permute", variables=c(bf_prop, over64pct)) %>%
fit()## Warning: Removed 23 rows containing missing values.visualize(null_dist)
# First calculate the fitted estimates from our observed data
obs_fit <- full.join %>%
specify(formula = per_highlead_h ~ bf_prop*over64pct) %>%
fit()## Warning: Removed 23 rows containing missing values.obs_fit## # A tibble: 4 x 2
## term estimate
## <chr> <dbl>
## 1 intercept 1.00
## 2 bf_prop -0.0466
## 3 over64pct -0.0969
## 4 bf_prop:over64pct -0.0843#Visualizing obs_fit along the null_dist
visualize(null_dist) +
shade_p_value(obs_stat = obs_fit, direction = "two-sided")
#Confidence Intervals
conf_ints <- get_confidence_interval(null_dist,
level = .95,
point_estimate = obs_fit)
null_dist %>%
visualize() +
shade_p_value(obs_stat=obs_fit, direction="two-sided") +
shade_confidence_interval(endpoints = conf_ints)
#Get P-Value
null_dist %>% get_p_value(obs_stat = obs_fit, direction="two-sided")## # A tibble: 4 x 2
## term p_value
## <chr> <dbl>
## 1 bf_prop 0.938
## 2 bf_prop:over64pct 0.984
## 3 intercept 0.934
## 4 over64pct 0.978Interpretation:
We fail to reject the null hypothesis.
Lead & Brownfields: Education as a Moderator
#Modeling relationship
lead_edu_model <- lm(per_highlead_h ~ bf_prop*lesshspct + minorpct + lowincpct + pre1960pct, data = ej.scaled)
get_regression_table(lead_edu_model)## # A tibble: 7 x 7
## term estimate std_error statistic p_value lower_ci upper_ci
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 intercept -0.16 0.097 -1.66 0.103 -0.353 0.033
## 2 bf_prop -0.021 0.05 -0.417 0.678 -0.12 0.079
## 3 lesshspct 0.15 0.161 0.93 0.356 -0.172 0.471
## 4 minorpct -0.054 0.106 -0.51 0.612 -0.266 0.158
## 5 lowincpct 0.018 0.171 0.105 0.917 -0.324 0.36
## 6 pre1960pct 0.332 0.125 2.67 0.01 0.083 0.581
## 7 bf_prop:lesshspct -0.009 0.074 -0.127 0.899 -0.156 0.138summary(lead_edu_model) #<- incredibly small, negative effect and a really large p-value. adjusted r-squared is small too (0.1). going to skip hypothesis testing as relationship already appears weak.##
## Call:
## lm(formula = per_highlead_h ~ bf_prop * lesshspct + minorpct +
## lowincpct + pre1960pct, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.64879 -0.49776 -0.07233 0.41379 1.87849
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.159977 0.096535 -1.657 0.10270
## bf_prop -0.020772 0.049800 -0.417 0.67808
## lesshspct 0.149573 0.160836 0.930 0.35611
## minorpct -0.054036 0.105886 -0.510 0.61170
## lowincpct 0.017987 0.171026 0.105 0.91659
## pre1960pct 0.332177 0.124591 2.666 0.00985 **
## bf_prop:lesshspct -0.009331 0.073551 -0.127 0.89948
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.7548 on 60 degrees of freedom
## Multiple R-squared: 0.1877, Adjusted R-squared: 0.1064
## F-statistic: 2.31 on 6 and 60 DF, p-value: 0.04508#Plotting BFs & Lead: Education as moderator
ggplot(ej.scaled, aes(x=bf_prop*lesshspct, y=per_highlead_h, color=lesshspct)) +
geom_point(alpha=0.75) +
geom_smooth(method="lm",se = FALSE) +
labs(y = "% of Children with Elevated BLLs", x = "Brownfield Acreage")+
theme_bw() #<- This appears to be spurious at best.## `geom_smooth()` using formula 'y ~ x'
Brownfields & Lead: Adding in Clusters
#Liner regression
lead_bf_cluster_model <- lm(per_highlead_h ~ bf_prop*cluster, data=ej.scaled)
get_regression_points(lead_bf_cluster_model)## # A tibble: 67 x 6
## ID per_highlead_h[,1] bf_prop[,1] cluster per_highlead_h_hat residual
## <int> <dbl> <dbl> <fct> <dbl> <dbl>
## 1 1 -1.45 -0.035 3 -0.615 -0.833
## 2 2 -0.616 -1.28 3 -0.611 -0.004
## 3 3 0.388 0.23 1 0.711 -0.322
## 4 4 2.11 0.768 1 0.699 1.41
## 5 5 -1.48 0.436 3 -0.616 -0.86
## 6 6 0.962 0.285 1 0.71 0.253
## 7 7 -0.472 0.418 3 -0.616 0.144
## 8 8 -0.616 0.685 3 -0.617 0.001
## 9 9 0.245 -0.5 1 0.727 -0.482
## 10 10 -0.329 -0.078 3 -0.615 0.286
## # ... with 57 more rowssummary(lead_bf_cluster_model) #<- BIG THING: there appers to be a positive (and signficant) relationship between brownfield proximity and elevated BLLs in cluster 3##
## Call:
## lm(formula = per_highlead_h ~ bf_prop * cluster, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.8607 -0.2990 -0.0043 0.2669 1.4108
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.71593 0.09241 7.747 1.20e-10 ***
## bf_prop -0.02241 0.02884 -0.777 0.4400
## cluster2 -1.08971 0.54015 -2.017 0.0481 *
## cluster3 -1.33069 0.12083 -11.013 3.91e-16 ***
## bf_prop:cluster2 0.14246 0.19141 0.744 0.4596
## bf_prop:cluster3 0.01971 0.11417 0.173 0.8635
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.4796 on 61 degrees of freedom
## Multiple R-squared: 0.6665, Adjusted R-squared: 0.6392
## F-statistic: 24.38 on 5 and 61 DF, p-value: 2.131e-13#Plotting with clusters
ggplot(ej.scaled, aes(x=bf_prop, y=per_highlead_h, color=cluster)) +
geom_point(alpha=0.75) +
geom_smooth(method="lm",se = FALSE) +
labs(y = "% of Children with Elevated BLLs", x = "Brownfield Acreage")+
theme_bw() #<- this creates a better understanding of how these relationships play out in different counties## `geom_smooth()` using formula 'y ~ x'
##Regressions: Cancer
Brownfields & Cancer: Linear regression
#Brownfield & Cancer
model_vuleopct <- lm(cancer ~ bf_prop, data=ej.scaled)
summary(model_vuleopct)##
## Call:
## lm(formula = cancer ~ bf_prop, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.1185 -0.6079 0.1002 0.8263 1.7490
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.17259 0.12469 1.384 0.171
## bf_prop -0.01658 0.05779 -0.287 0.775
##
## Residual standard error: 1.018 on 65 degrees of freedom
## Multiple R-squared: 0.001265, Adjusted R-squared: -0.0141
## F-statistic: 0.0823 on 1 and 65 DF, p-value: 0.7751ggplot(data=ej.scaled, aes(x=bf_prop, y=cancer)) +
geom_point(fill="blue",
alpha = 0.9,
size=4) +
geom_smooth(method="lm", se=FALSE) +
labs(y = "Cancer risks per county", x = "Brownfield acreage per county") +
theme_bw() ## `geom_smooth()` using formula 'y ~ x'
#Hypothesis Testing
get_regression_table(model_vuleopct)## # A tibble: 2 x 7
## term estimate std_error statistic p_value lower_ci upper_ci
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 intercept 0.173 0.125 1.38 0.171 -0.076 0.422
## 2 bf_prop -0.017 0.058 -0.287 0.775 -0.132 0.099summary(model_vuleopct)##
## Call:
## lm(formula = cancer ~ bf_prop, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.1185 -0.6079 0.1002 0.8263 1.7490
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.17259 0.12469 1.384 0.171
## bf_prop -0.01658 0.05779 -0.287 0.775
##
## Residual standard error: 1.018 on 65 degrees of freedom
## Multiple R-squared: 0.001265, Adjusted R-squared: -0.0141
## F-statistic: 0.0823 on 1 and 65 DF, p-value: 0.7751##H~0: Brownfield acreage in a county has no impact on lifetime cancer risks from inhalation of air toxics.
##H~A: Brownfield acreage in a county has an impact on lifetime cancer risks from inhalation of air toxics..
##P-values: (bf = 0.491)
#P value(s) greater than 0.05, accept the null hypothesis.Brownfields & Cancer: Vulnerability Index as Moderator
#Brownfield & Cancer (moderator: vuleopct)
model_vuleopct <- lm(cancer ~ bf_prop*vuleopct, data=ej.scaled)
summary(model_vuleopct)##
## Call:
## lm(formula = cancer ~ bf_prop * vuleopct, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.9308 -0.6902 0.1050 0.7833 1.7799
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.165211 0.123165 1.341 0.1846
## bf_prop -0.004373 0.060879 -0.072 0.9430
## vuleopct 0.235225 0.125512 1.874 0.0656 .
## bf_prop:vuleopct 0.030697 0.065208 0.471 0.6394
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.005 on 63 degrees of freedom
## Multiple R-squared: 0.0565, Adjusted R-squared: 0.01157
## F-statistic: 1.258 on 3 and 63 DF, p-value: 0.2966ggplot(data=ej.scaled, aes(x=bf_prop, y=cancer)) +
geom_point(aes(color=vuleopct),
fill="blue",
alpha = 0.9,
size=4) +
geom_smooth(method="lm", se=FALSE) +
labs(y = "Cancer risks per county", x = "Brownfield acreage per county") +
theme_bw() ## `geom_smooth()` using formula 'y ~ x'
#Hypothesis Testing
get_regression_table(model_vuleopct)## # A tibble: 4 x 7
## term estimate std_error statistic p_value lower_ci upper_ci
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 intercept 0.165 0.123 1.34 0.185 -0.081 0.411
## 2 bf_prop -0.004 0.061 -0.072 0.943 -0.126 0.117
## 3 vuleopct 0.235 0.126 1.87 0.066 -0.016 0.486
## 4 bf_prop:vuleopct 0.031 0.065 0.471 0.639 -0.1 0.161summary(model_vuleopct)##
## Call:
## lm(formula = cancer ~ bf_prop * vuleopct, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.9308 -0.6902 0.1050 0.7833 1.7799
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.165211 0.123165 1.341 0.1846
## bf_prop -0.004373 0.060879 -0.072 0.9430
## vuleopct 0.235225 0.125512 1.874 0.0656 .
## bf_prop:vuleopct 0.030697 0.065208 0.471 0.6394
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.005 on 63 degrees of freedom
## Multiple R-squared: 0.0565, Adjusted R-squared: 0.01157
## F-statistic: 1.258 on 3 and 63 DF, p-value: 0.2966##H~0: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is unaffected by vulnerability.
##H~A: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is affected by vulnerability.
##P-values: (bf*vuleopct = 0.006; vuleopct = 0.003; bf= 0.463)
#P value(s) less than 0.05, reject the null hypothesis.Brownfields & Cancer: Race as a Moderator
#Brownfield & Cancer (moderator: race)
##minorpop
model_minorpop <- lm(cancer ~ bf_prop*minorpop, data=ej.scaled)
summary(model_minorpop)##
## Call:
## lm(formula = cancer ~ bf_prop * minorpop, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.52195 -0.74276 0.00189 0.70927 1.97645
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.19019 0.10924 1.741 0.0866 .
## bf_prop 0.01764 0.06003 0.294 0.7699
## minorpop 0.51369 0.11213 4.581 2.24e-05 ***
## bf_prop:minorpop 0.03827 0.05977 0.640 0.5243
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.8916 on 63 degrees of freedom
## Multiple R-squared: 0.2582, Adjusted R-squared: 0.2229
## F-statistic: 7.309 on 3 and 63 DF, p-value: 0.0002785ggplot(data=ej.scaled, aes(x=bf_prop, y=cancer)) +
geom_point(aes(color=minorpop),
fill="blue",
alpha = 0.9,
size=4) +
geom_smooth(method="lm", se=FALSE) +
labs(y = "Cancer risks per county", x = "Brownfield acreage per county") +
theme_bw() ## `geom_smooth()` using formula 'y ~ x'
get_regression_table(model_minorpop)## # A tibble: 4 x 7
## term estimate std_error statistic p_value lower_ci upper_ci
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 intercept 0.19 0.109 1.74 0.087 -0.028 0.408
## 2 bf_prop 0.018 0.06 0.294 0.77 -0.102 0.138
## 3 minorpop 0.514 0.112 4.58 0 0.29 0.738
## 4 bf_prop:minorpop 0.038 0.06 0.64 0.524 -0.081 0.158##minorpct
model_minorpct <- lm(cancer ~ bf_prop*minorpct, data=ej.scaled)
summary(model_minorpct)##
## Call:
## lm(formula = cancer ~ bf_prop * minorpct, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.66563 -0.78929 0.05626 0.76722 1.81732
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.18017 0.11742 1.534 0.12995
## bf_prop 0.00941 0.06176 0.152 0.87938
## minorpct 0.36611 0.11668 3.138 0.00259 **
## bf_prop:minorpct 0.03514 0.05797 0.606 0.54659
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.9588 on 63 degrees of freedom
## Multiple R-squared: 0.1421, Adjusted R-squared: 0.1012
## F-statistic: 3.477 on 3 and 63 DF, p-value: 0.02102ggplot(data=ej.scaled, aes(x=bf_prop, y=cancer)) +
geom_point(aes(color=minorpct),
fill="blue",
alpha = 0.9,
size=4) +
geom_smooth(method="lm", se=FALSE) +
labs(y = "Cancer risks per county", x = "Brownfield acreage per county") +
theme_bw() ## `geom_smooth()` using formula 'y ~ x'
get_regression_table(model_minorpct)## # A tibble: 4 x 7
## term estimate std_error statistic p_value lower_ci upper_ci
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 intercept 0.18 0.117 1.53 0.13 -0.054 0.415
## 2 bf_prop 0.009 0.062 0.152 0.879 -0.114 0.133
## 3 minorpct 0.366 0.117 3.14 0.003 0.133 0.599
## 4 bf_prop:minorpct 0.035 0.058 0.606 0.547 -0.081 0.151##compare: minorpct looks better!
#Hypothesis Testing
get_regression_table(model_minorpct)## # A tibble: 4 x 7
## term estimate std_error statistic p_value lower_ci upper_ci
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 intercept 0.18 0.117 1.53 0.13 -0.054 0.415
## 2 bf_prop 0.009 0.062 0.152 0.879 -0.114 0.133
## 3 minorpct 0.366 0.117 3.14 0.003 0.133 0.599
## 4 bf_prop:minorpct 0.035 0.058 0.606 0.547 -0.081 0.151summary(model_minorpct)##
## Call:
## lm(formula = cancer ~ bf_prop * minorpct, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.66563 -0.78929 0.05626 0.76722 1.81732
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.18017 0.11742 1.534 0.12995
## bf_prop 0.00941 0.06176 0.152 0.87938
## minorpct 0.36611 0.11668 3.138 0.00259 **
## bf_prop:minorpct 0.03514 0.05797 0.606 0.54659
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.9588 on 63 degrees of freedom
## Multiple R-squared: 0.1421, Adjusted R-squared: 0.1012
## F-statistic: 3.477 on 3 and 63 DF, p-value: 0.02102##H~0: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is unaffected by the percent people of color in a county.
##H~A: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is affected by the percent people of color in a county.
##P-values: (bf*minorpct = 0.001; minorpct = 0.008; bf= 0.905)
#P value(s) less than 0.05, reject the null hypothesis. Brownfields & Cancer: Income as a Moderator
#Brownfield & Cancer (moderator: income)
model_lowincome <- lm(cancer ~ bf_prop*lowincome, data=ej.scaled)
summary(model_lowincome)##
## Call:
## lm(formula = cancer ~ bf_prop * lowincome, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.09747 -0.66739 0.00349 0.84362 1.96216
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.14509 0.12447 1.166 0.2481
## bf_prop -0.01542 0.06745 -0.229 0.8199
## lowincome 0.25131 0.13878 1.811 0.0749 .
## bf_prop:lowincome -0.01384 0.13550 -0.102 0.9190
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.009 on 63 degrees of freedom
## Multiple R-squared: 0.05072, Adjusted R-squared: 0.00552
## F-statistic: 1.122 on 3 and 63 DF, p-value: 0.3469ggplot(data=ej.scaled, aes(x=bf_prop, y=cancer)) +
geom_point(aes(color=lowincome),
fill="blue",
alpha = 0.9,
size=4) +
geom_smooth(method="lm", se=FALSE) +
labs(y = "Cancer risks per county", x = "Brownfield acreage per county") +
theme_bw() ## `geom_smooth()` using formula 'y ~ x'
#Hypothesis Testing
get_regression_table(model_lowincome)## # A tibble: 4 x 7
## term estimate std_error statistic p_value lower_ci upper_ci
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 intercept 0.145 0.124 1.17 0.248 -0.104 0.394
## 2 bf_prop -0.015 0.067 -0.229 0.82 -0.15 0.119
## 3 lowincome 0.251 0.139 1.81 0.075 -0.026 0.529
## 4 bf_prop:lowincome -0.014 0.135 -0.102 0.919 -0.285 0.257summary(model_lowincome)##
## Call:
## lm(formula = cancer ~ bf_prop * lowincome, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.09747 -0.66739 0.00349 0.84362 1.96216
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.14509 0.12447 1.166 0.2481
## bf_prop -0.01542 0.06745 -0.229 0.8199
## lowincome 0.25131 0.13878 1.811 0.0749 .
## bf_prop:lowincome -0.01384 0.13550 -0.102 0.9190
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.009 on 63 degrees of freedom
## Multiple R-squared: 0.05072, Adjusted R-squared: 0.00552
## F-statistic: 1.122 on 3 and 63 DF, p-value: 0.3469##H~0: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is unaffected by the count of low-income individuals in a county.
##H~A: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is affected by the count of low-income individuals in a county.
##P-values: (bf*lowincome = 0.558; lowincome = 0.288; bf= 0.411)
#P value(s) larger than 0.05, accept the null hypothesis.Brownfields & Cancer: Education as a Moderator
#Brownfield & Cancer (moderator: education)
model_lesshspct <- lm(cancer ~ bf_prop*lesshspct, data=ej.scaled)
summary(model_lesshspct)##
## Call:
## lm(formula = cancer ~ bf_prop * lesshspct, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.1256 -0.5033 0.1637 0.8246 1.7624
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.173883 0.128140 1.357 0.180
## bf_prop 0.007035 0.066205 0.106 0.916
## lesshspct -0.060116 0.137283 -0.438 0.663
## bf_prop:lesshspct -0.077800 0.098513 -0.790 0.433
##
## Residual standard error: 1.028 on 63 degrees of freedom
## Multiple R-squared: 0.01376, Adjusted R-squared: -0.0332
## F-statistic: 0.2931 on 3 and 63 DF, p-value: 0.8302ggplot(data=ej.scaled, aes(x=bf_prop, y=cancer)) +
geom_point(aes(color=lesshspct),
fill="blue",
alpha = 0.9,
size=4) +
geom_smooth(method="lm", se=FALSE) +
labs(y = "Cancer risks per county", x = "Brownfield acreage per county") +
theme_bw() ## `geom_smooth()` using formula 'y ~ x'
#Hypothesis Testing
get_regression_table(model_lesshspct)## # A tibble: 4 x 7
## term estimate std_error statistic p_value lower_ci upper_ci
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 intercept 0.174 0.128 1.36 0.18 -0.082 0.43
## 2 bf_prop 0.007 0.066 0.106 0.916 -0.125 0.139
## 3 lesshspct -0.06 0.137 -0.438 0.663 -0.334 0.214
## 4 bf_prop:lesshspct -0.078 0.099 -0.79 0.433 -0.275 0.119summary(model_lesshspct)##
## Call:
## lm(formula = cancer ~ bf_prop * lesshspct, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.1256 -0.5033 0.1637 0.8246 1.7624
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.173883 0.128140 1.357 0.180
## bf_prop 0.007035 0.066205 0.106 0.916
## lesshspct -0.060116 0.137283 -0.438 0.663
## bf_prop:lesshspct -0.077800 0.098513 -0.790 0.433
##
## Residual standard error: 1.028 on 63 degrees of freedom
## Multiple R-squared: 0.01376, Adjusted R-squared: -0.0332
## F-statistic: 0.2931 on 3 and 63 DF, p-value: 0.8302##H~0: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is unaffected by the percent of individuals age 25 or over with less than a high school degree in a county.
##H~A: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is affected by the percent of individuals age 25 or over with less than a high school degree in a county.
##P-values: (bf*lesshspct = 0.396; lesshspct = 0.109; bf= 0.900)
#P value(s) larger than 0.05, accept the null hypothesis.Brownfields & Cancer: Age as Moderator
#Brownfield & Cancer (moderator: age)
##over64
model_over64 <- lm(cancer ~ bf_prop*over64, data=ej.scaled)
summary(model_over64)##
## Call:
## lm(formula = cancer ~ bf_prop * over64, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.2550 -0.5662 0.1136 0.7564 1.6255
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.17036 0.12635 1.348 0.182
## bf_prop -0.01231 0.05992 -0.205 0.838
## over64 -0.20210 0.13316 -1.518 0.134
## bf_prop:over64 -0.09157 0.13597 -0.673 0.503
##
## Residual standard error: 1.014 on 63 degrees of freedom
## Multiple R-squared: 0.04006, Adjusted R-squared: -0.005649
## F-statistic: 0.8764 on 3 and 63 DF, p-value: 0.4582ggplot(data=ej.scaled, aes(x=bf_prop, y=cancer)) +
geom_point(aes(color=over64),
fill="blue",
alpha = 0.9,
size=4) +
geom_smooth(method="lm", se=FALSE) +
labs(y = "Cancer risks per county", x = "Brownfield acreage per county") +
theme_bw() ## `geom_smooth()` using formula 'y ~ x'
get_regression_table(model_over64)## # A tibble: 4 x 7
## term estimate std_error statistic p_value lower_ci upper_ci
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 intercept 0.17 0.126 1.35 0.182 -0.082 0.423
## 2 bf_prop -0.012 0.06 -0.205 0.838 -0.132 0.107
## 3 over64 -0.202 0.133 -1.52 0.134 -0.468 0.064
## 4 bf_prop:over64 -0.092 0.136 -0.673 0.503 -0.363 0.18##over64pct
model_over64pct <- lm(cancer ~ bf_prop*over64pct, data=ej.scaled)
summary(model_over64pct)##
## Call:
## lm(formula = cancer ~ bf_prop * over64pct, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.11355 -0.50188 0.01952 0.56839 1.51041
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.19320 0.09464 2.041 0.0454 *
## bf_prop -0.01048 0.04434 -0.236 0.8139
## over64pct -0.71919 0.10346 -6.952 2.43e-09 ***
## bf_prop:over64pct -0.12127 0.08967 -1.352 0.1811
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.7723 on 63 degrees of freedom
## Multiple R-squared: 0.4434, Adjusted R-squared: 0.4169
## F-statistic: 16.73 on 3 and 63 DF, p-value: 4.203e-08ggplot(data=ej.scaled, aes(x=bf_prop, y=cancer)) +
geom_point(aes(color=over64pct),
fill="blue",
alpha = 0.9,
size=4) +
geom_smooth(method="lm", se=FALSE) +
labs(y = "Cancer risks per county", x = "Brownfield acreage per county") +
theme_bw() ## `geom_smooth()` using formula 'y ~ x'
get_regression_table(model_over64pct)## # A tibble: 4 x 7
## term estimate std_error statistic p_value lower_ci upper_ci
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 intercept 0.193 0.095 2.04 0.045 0.004 0.382
## 2 bf_prop -0.01 0.044 -0.236 0.814 -0.099 0.078
## 3 over64pct -0.719 0.103 -6.95 0 -0.926 -0.512
## 4 bf_prop:over64pct -0.121 0.09 -1.35 0.181 -0.3 0.058##compare: over64pct looks better
#Hypothesis Testing
get_regression_table(model_over64pct)## # A tibble: 4 x 7
## term estimate std_error statistic p_value lower_ci upper_ci
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 intercept 0.193 0.095 2.04 0.045 0.004 0.382
## 2 bf_prop -0.01 0.044 -0.236 0.814 -0.099 0.078
## 3 over64pct -0.719 0.103 -6.95 0 -0.926 -0.512
## 4 bf_prop:over64pct -0.121 0.09 -1.35 0.181 -0.3 0.058summary(model_over64pct)##
## Call:
## lm(formula = cancer ~ bf_prop * over64pct, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.11355 -0.50188 0.01952 0.56839 1.51041
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.19320 0.09464 2.041 0.0454 *
## bf_prop -0.01048 0.04434 -0.236 0.8139
## over64pct -0.71919 0.10346 -6.952 2.43e-09 ***
## bf_prop:over64pct -0.12127 0.08967 -1.352 0.1811
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.7723 on 63 degrees of freedom
## Multiple R-squared: 0.4434, Adjusted R-squared: 0.4169
## F-statistic: 16.73 on 3 and 63 DF, p-value: 4.203e-08##H~0: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is unaffected by the percent of individuals over age 64 in a county.
##H~A: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is affected by the percent of individuals over age 64 in a county.
##P-values: (bf*over64pct = 0.006; over64pct = 0.106; logbf= 0.088)
#P value(s) less than 0.05, reject the null hypothesis. Brownfields & Cancer: Old Housing as Moderator
#Brownfield & Cancer (moderator: housing pre-1960)
model_pre1960 <- lm(cancer ~ bf_prop*pre1960, data=ej.scaled)
summary(model_pre1960)##
## Call:
## lm(formula = cancer ~ bf_prop * pre1960, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.0764 -0.6508 0.2193 0.7269 1.8039
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.17721 0.12987 1.365 0.177
## bf_prop -0.07775 0.08602 -0.904 0.370
## pre1960 -0.17463 0.14491 -1.205 0.233
## bf_prop:pre1960 0.12872 0.11479 1.121 0.266
##
## Residual standard error: 1.015 on 63 degrees of freedom
## Multiple R-squared: 0.03893, Adjusted R-squared: -0.006832
## F-statistic: 0.8507 on 3 and 63 DF, p-value: 0.4714ggplot(data=ej.scaled, aes(x=bf_prop, y=cancer)) +
geom_point(aes(color=pre1960),
fill="blue",
alpha = 0.9,
size=4) +
geom_smooth(method="lm", se=FALSE) +
labs(y = "Cancer risks per county", x = "Brownfield acreage per county") +
theme_bw() ## `geom_smooth()` using formula 'y ~ x'
get_regression_table(model_pre1960)## # A tibble: 4 x 7
## term estimate std_error statistic p_value lower_ci upper_ci
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 intercept 0.177 0.13 1.36 0.177 -0.082 0.437
## 2 bf_prop -0.078 0.086 -0.904 0.37 -0.25 0.094
## 3 pre1960 -0.175 0.145 -1.20 0.233 -0.464 0.115
## 4 bf_prop:pre1960 0.129 0.115 1.12 0.266 -0.101 0.358#Hypothesis Testing
get_regression_table(model_pre1960)## # A tibble: 4 x 7
## term estimate std_error statistic p_value lower_ci upper_ci
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 intercept 0.177 0.13 1.36 0.177 -0.082 0.437
## 2 bf_prop -0.078 0.086 -0.904 0.37 -0.25 0.094
## 3 pre1960 -0.175 0.145 -1.20 0.233 -0.464 0.115
## 4 bf_prop:pre1960 0.129 0.115 1.12 0.266 -0.101 0.358summary(model_pre1960)##
## Call:
## lm(formula = cancer ~ bf_prop * pre1960, data = ej.scaled)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.0764 -0.6508 0.2193 0.7269 1.8039
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.17721 0.12987 1.365 0.177
## bf_prop -0.07775 0.08602 -0.904 0.370
## pre1960 -0.17463 0.14491 -1.205 0.233
## bf_prop:pre1960 0.12872 0.11479 1.121 0.266
##
## Residual standard error: 1.015 on 63 degrees of freedom
## Multiple R-squared: 0.03893, Adjusted R-squared: -0.006832
## F-statistic: 0.8507 on 3 and 63 DF, p-value: 0.4714##H~0: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is unaffected by the count of housing units built pre-1960 in a county.
##H~A: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is affected by the count of housing units built pre-1960 in a county.
##P-values: (bf*pre1960 = 0.074; pre1960 = 0.500; bf= 0.725)
#P value(s) larger than 0.05, accept the null hypothesis.##Final Interpretations
Interpretation of Lead Results: A few general themes emerge. Firstly, there appears to be no significant relationship between elevated blood lead levels and proximity to brownfields. The only exception occured when the variable for older housing was included as a moderator, but this was likely mostly driven by that aspect of the built environment. There does; however, appear to be a significant and positive relationship between cancer risks and brownfield proximity.
Interpretation of Cancer Results:
No significant relationship appears between lifetime cancer risks from inhalation of air toxics and brownfield proximity. But, when the variables vulnerability, percent people of color, and percent of individuals over age 64 were included as moderators individually, a significant relationship was present.
Vulnerability: brownfield proximity alone is not statistically significant, but including vulnerability as a moderator shows that there is a statistically significant positive relationship between brownfield proximity and cancer risks. Each additional unit increase in brownfield proximity increased the likelihood of lifetime cancer risks by 0.292 percentage points when vulnerability was considered as a moderator.
Percent people of color: brownfield proximity alone is not statistically significant, but including percent people of color as a moderator shows that there is a statistically significant positive relationship between brownfield proximity and cancer risks. Each additional unit increase in brownfield proximity increased the likelihood of lifetime cancer risks by 0.239 percentage points when race was considered as a moderator.
Percent of individuals over age 64: brownfield proximity alone is not statistically significant, but including percent people of color as a moderator shows that there is a statistically significant negative relationship between brownfield proximity and cancer risks. Each additional unit increase in brownfield proximity decreased the likelihood of lifetime cancer risks by 0.141 percentage points when age was considered as a moderator.